Pith. sign in

Paper Citation Record · LEDGER

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild

As of 10 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 0 inbound Pith citation observations for arXiv:2604.08287.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.08287 v2

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T18:38:02.818447Z

measured 96 of 96 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

96 of 96 outbound references displayed

  • verified exact1
  • verified fuzzy86
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 30ba7542-3372-4d90-9c0f-c7e66144f905 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.772026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:0fb67ec1913f5847688de99414bea50b7cb6ecf687caf3b58b3389368ab589ed

Observation 673c7f52-e6dd-4c57-b950-9b908126a278 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.862176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a1619f154811ba97ac0ada82898d51330c661ccded7b4b2f58ae1ceb93079c88

Observation b0c9f894-d6ea-4bed-b4c3-5c9e36209e96 · outbound

This paper cites [ 65] leverages SAM to capture motion cues from optical flow, and uses the flow as input prompts.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild [ 65] leverages SAM to capture motion cues from optical flow, and uses the flow as input prompts

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.864859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:5d050cf75127b6f24b143aaedfd4817de579747480d4185889affbd668f23bb0

Observation ac906569-af4f-4527-829c-d6ec7f7c46ea · outbound

This paper cites Self” refers to training and testing on the same dataset (same as diagonal), and “Mean Others.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Self” refers to training and testing on the same dataset (same as diagonal), and “Mean Others

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T00:15:53.139337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:0c7d328347763e577ef98b31519a9d5d425412c42e3116cb6cab6609fdbac4e1

Observation 5d237ecb-0248-4147-b536-3b0c76a76248 · outbound

This paper cites Mean Others.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Mean Others

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.867428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ecd1a09af3417ad5f9eb137f43b0d9c648db182b525c94e8bbc8b9507a7a0794

Observation 602c39e3-1f4d-4272-8780-b36fa5cd97a7 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.873312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c6793a421ce5841089afe837707411ad713d4a691451d59f8cbb8712fed5ef73

Observation d9e8ac41-ec1b-4833-af69-8fde3e90c6f9 · outbound

This paper cites Nguyen, Zhongliang Nie, Minh- Triet Tran, and Akihiro Sugimoto.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Nguyen, Zhongliang Nie, Minh- Triet Tran, and Akihiro Sugimoto

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.875391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:1d5368506b909ebb89fdf3b2db4327094ebdafc5873e951f8e768108027c8118

Observation 7887b08f-e56a-47d6-a6fc-1db3bca20ae0 · outbound

This paper cites Animal camouflage analysis: Chameleon database.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Animal camouflage analysis: Chameleon database

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.910645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:0108ec7605c06c4f255859cee0d21cc9272affd43d406cb684328ebbd8310ac8

Observation 9bd3e3ad-9efe-46a1-984c-4f55f8e62921 · outbound

This paper cites Camouflaged object detec- tion.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camouflaged object detec- tion

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.843284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:d115c12a655f2a8de09bcf6f6c5d69a6be72e409ec6c9905f5fa0ca57bbc8e98

Observation c11fbf87-1d17-421d-a6d9-0847e874f2b0 · outbound

This paper cites Simultaneously localize, segment and rank the camouflaged objects.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Simultaneously localize, segment and rank the camouflaged objects

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.828063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:02066bca3248a7e7c85a7c0443c5695bc632e1beb6539c40da1708f172822732

Observation c02462ff-a10c-467b-93b0-c4bd93d647e5 · outbound

This paper cites Learned-Miller.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Learned-Miller

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.692385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f4691331d3b31965233944111fa5758d33a15bcab86b32e077c37a3e4003790b

Observation 5c4ed827-d3f5-41b4-ab7d-227a1d8d0660 · outbound

This paper cites Implicit motion handling for video camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Implicit motion handling for video camouflaged object detection

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.699408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f4429cfc79e9aabe46d805452abfa3541bcd90b64b81425a7754aec7b6194327

Observation 5357a641-cea1-4815-bde7-bbccd2636824 · outbound

This paper cites Betrayed by motion: Camouflaged object discovery via motion segmentation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Betrayed by motion: Camouflaged object discovery via motion segmentation

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.825628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c27a0d5cf777dcf238be935a012ca2f490534f2c40d6bfb790ce1863b3d2df5c

Observation 83a5bf1d-b4e4-487c-b1e2-b0f676cfe74d · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.832163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:199a5434431eba861e5a7f8b6e2886c213ccdaf652cdbe614e6fff0801ba69eb

Observation a1b93071-b6e0-4242-b172-d3b083fb18ba · outbound

This paper cites Context-aware cross-level fusion network for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Context-aware cross-level fusion network for camouflaged object detection

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.836477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c3ffc37f69825ce06eca84ed49dbe67974bcf4e9c77cb57c24cf099ec6ea425e

Observation 9b1c3a8f-8d9c-4786-a51d-8a0c71ceac68 · outbound

This paper cites Preynet: Preying on cam- ouflaged objects.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Preynet: Preying on cam- ouflaged objects

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.853456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ca8ec57ae488be78b3f83f699ae31e97bf387d6992d849312b7358924c6981ae

Observation c8109833-e77e-4ac4-a4d2-ae7c1d91a01b · outbound

This paper cites ZoomNeXt: A unified collaborative pyramid network for camouflaged object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46:9205–9220.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild ZoomNeXt: A unified collaborative pyramid network for camouflaged object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46:9205–9220

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.802996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c267bf20f6b708530024b2dd2e99fbc6c5e57d5f51234c1f94dd9f634f62e66d

Observation 09f12274-26c2-4a82-9712-f3131ac3e550 · outbound

This paper cites Camouflaged object detection with adaptive partition and background retrieval.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camouflaged object detection with adaptive partition and background retrieval

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.731715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:45026c01da030ef456e97b710ee20ddb98398945e59b84844d5fab73797b8e5a

Observation 108da02a-a8d1-4ef8-86e6-178b9d223e6f · outbound

This paper cites Zoom in and out: A mixed-scale triplet network for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Zoom in and out: A mixed-scale triplet network for camouflaged object detection

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.848410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:081088db5e19c65f909ac6dc94cd09a7b15e12bf39885e40614df4f8fb7a19bb

Observation 27a06518-9dfc-4041-b229-7b83d3fc379f · outbound

This paper cites Uncertainty-aware joint salient object and camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Uncertainty-aware joint salient object and camouflaged object detection

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.906132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:e243a6a2be5e5b3e7de29a02a279efb66a0c5f27d5e0a57c3d10634b4d3827b4

Observation 674e4486-69ae-4b53-85b0-0e42fe1a2397 · outbound

This paper cites Mutual graph learning for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Mutual graph learning for camouflaged object detection

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.774073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:7a9536f79849b215a9b6ba0da29010ddff7e21e05d95b6975acca91c8bbde4c4

Observation 0a223885-f815-43ad-98c4-5596102779b3 · outbound

This paper cites Findnet: Can you find me? boundary-and-texture enhancement network for cam- ouflaged object detection.IEEE Transactions on Image Processing, 31:6396–6411.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Findnet: Can you find me? boundary-and-texture enhancement network for cam- ouflaged object detection.IEEE Transactions on Image Processing, 31:6396–6411

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.767499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a6baa8b4f042b507414c2bf504231ef46c0daf54160de06e763c395aca195ddc

Observation 605e9143-5b90-45bf-9b93-662e6a6f0e13 · outbound

This paper cites Camouflaged object detection with feature decomposition and edge reconstruction.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camouflaged object detection with feature decomposition and edge reconstruction

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.807452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f0f1848e4f48e554c71b4225be6c6ba4936fe687d280a2c685bb960a3008d28d

Observation 3f7feadd-7ba4-439e-92fe-95cc2e850d9e · outbound

This paper cites Strategic preys make acute predators: Enhancing camouflaged object detectors by generating camouflaged objects.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Strategic preys make acute predators: Enhancing camouflaged object detectors by generating camouflaged objects

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.754166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ce7763cc0c27c9746912f694e6f61361fe3b769c77ceff2cd0b2c3abf50630c2

Observation bc36c11b-272b-4edd-bd50-4993848118ee · outbound

This paper cites Nowhere to disguise: Spot camouflaged objects via saliency attribute transfer.IEEE Transactions on Image Processing, 32:3108–3120.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Nowhere to disguise: Spot camouflaged objects via saliency attribute transfer.IEEE Transactions on Image Processing, 32:3108–3120

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.859446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b298538b9ae8936d631d1c07e6af3dca976eb1ad2e647ace1be04256382e0696

Observation fee780f7-1024-451e-a1ad-97b6aa836f3e · outbound

This paper cites Feature aggregation and propagation network for cam- ouflaged object detection.IEEE Transactions on Image JOURNAL OF LATEX CLASS FILES, VOL.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Feature aggregation and propagation network for cam- ouflaged object detection.IEEE Transactions on Image JOURNAL OF LATEX CLASS FILES, VOL

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.751864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f32c1ca6dc2a4be73efb7206137bc469923a601f735026fd7c7d0bb539b5748d

Observation c609138e-382c-4fcf-a61f-52814c807627 · outbound

This paper cites A simple yet effective network based on vision transformer for camouflaged object and salient object detection.IEEE Transactions on Image Processing, 34:608–622.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild A simple yet effective network based on vision transformer for camouflaged object and salient object detection.IEEE Transactions on Image Processing, 34:608–622

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.811855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b12b5df4a0a08342c66d4d917276bdad1873a3f2853db3721768954d83e590a0

Observation d5e320fc-3150-4866-964b-728062bf00ff · outbound

This paper cites Escnet:edge-semantic collaborative network for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Escnet:edge-semantic collaborative network for camouflaged object detection

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.809669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:40942b7d692d17147118db0ae0830e9bedf27a41ea4043e126214e2f03f3e9b7

Observation c1893ba2-09bf-4f53-957b-4faf2ce8b599 · outbound

This paper cites Predictive uncertainty estimation for camouflaged object detection.IEEE Transactions on Image Processing, 32:3580–3591.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Predictive uncertainty estimation for camouflaged object detection.IEEE Transactions on Image Processing, 32:3580–3591

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.749716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b22e89bcdd9230dba602da31839b14b82cb114eeee57863974f763072594948d

Observation d9ea7309-033f-412f-949a-4c272b76cbfe · outbound

This paper cites Detecting camouflaged object in frequency domain.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Detecting camouflaged object in frequency domain

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.776698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:42fd9730a22a80e78d227dbed299ef7b69aebb0a29f14a27c58c79635b1c38f3

Observation 16d9211e-0bf1-4fb3-81d2-0f22a4b5fa52 · outbound

This paper cites Frequency-spatial entanglement learning for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Frequency-spatial entanglement learning for camouflaged object detection

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.733776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:8de406cf0f78ad814ba8193671d51e989d7f96a12be08e34ed8a41cdd42c89a1

Observation 8d1594c3-5cb5-40ef-9721-cf77ba63ee38 · outbound

This paper cites Huntnet: Homomorphic unified nexus topol- ogy for camouflaged object detection.IEEE Transactions on Image Processing, 34:6068–6082.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Huntnet: Homomorphic unified nexus topol- ogy for camouflaged object detection.IEEE Transactions on Image Processing, 34:6068–6082

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.880002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:3bf21b7949e66f4176a65ac492376b01d1f16fd623a814c4bd0dd42d7b1a1295

Observation 58254e8d-6885-4074-a5cb-b64e1bfa2e67 · outbound

This paper cites Source-free depth for object pop-out.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Source-free depth for object pop-out

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.883979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:075300d6f58c51a49818270698b8f3678e208d683fa6ddd991cd09eeb58a46ec

Observation ba1db341-cc47-4809-8502-40a602b58cc1 · outbound

This paper cites Improving sam for camouflaged object detection via dual stream adapters.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Improving sam for camouflaged object detection via dual stream adapters

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.727311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:e8d2a6c5e606537b7add23c8859d2b0b50b426ab29dbfdec94783f53a0a13098

Observation 2776def3-0360-45f2-aadb-1a5f24a076a1 · outbound

This paper cites Focusdiffuser: Perceiving local disparities for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Focusdiffuser: Perceiving local disparities for camouflaged object detection

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.729456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:2d26a09a979a8c6d74ac88857af44ed634bd9941dbee28e2b90c9cba3cb47414

Observation e2cecbc6-022f-42e8-84bc-9954cc9a3e9e · outbound

This paper cites Conditional diffusion models for camouflaged and salient object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47:2833–2848.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Conditional diffusion models for camouflaged and salient object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47:2833–2848

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.779311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:5e27d734eef7a9bdbfdab5fadf19429e61740d4b434ece74504974f53c27660b

Observation 2653b672-fe16-4d6c-bc8a-72e854043278 · outbound

This paper cites Continuous feature representation for camouflaged object detection.IEEE Transactions on Image Processing, 34:5672–5685.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Continuous feature representation for camouflaged object detection.IEEE Transactions on Image Processing, 34:5672–5685

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.823247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:db3e2ca2fbf2483d7a50651125767f75664ca6a78dbbf1be1c7eb30082e26063

Observation 287b32cd-1900-4646-8dfa-64d8034366d5 · outbound

This paper cites Controllable-lpmoe: Adapting to challenging object seg- mentation via dynamic local priors from mixture-of-experts.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Controllable-lpmoe: Adapting to challenging object seg- mentation via dynamic local priors from mixture-of-experts

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.704249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:2f07aa3eaa12db722480f40a7938df0b69ae1a450e275611ee2412f8786db663

Observation 48a39ad4-aec4-4c39-86e6-e242da455e73 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.715142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f8217b03d6e6fe453e080e1813685d424e5e19d32857275966adcc4b983b83c0

Observation 0fec727f-d786-4f44-9907-24125d388e92 · outbound

This paper cites Weakly- supervised concealed object segmentation with sam-based pseudo labeling and multi-scale feature grouping.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Weakly- supervised concealed object segmentation with sam-based pseudo labeling and multi-scale feature grouping

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.701964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:d220baa0d12742cffc92971f7e7358f9e951f89f7f7297de27d5a7d8e7473f66

Observation 97491f61-c312-4784-aaf6-8499f2c840ab · outbound

This paper cites SAM-COD: sam-guided unified framework for weakly- supervised camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild SAM-COD: sam-guided unified framework for weakly- supervised camouflaged object detection

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.707439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:0749788da988eddd2b4d944dad9b80b5f0bdaae8d967466c74fc3e0682f98015

Observation 46f90624-5018-4ea0-8744-f7c6a50879ba · outbound

This paper cites Segment concealed objects with incomplete supervision.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47:7832–7851.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segment concealed objects with incomplete supervision.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47:7832–7851

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.888988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:18ad1e1977f6a84307c4aa4a9bcc3ec178c0e68e8edc8e91c087ac54cec70bec

Observation 43bd4fa8-6e44-47aa-8e35-2e224a1d8d6b · outbound

This paper cites Just a hint: Point-supervised camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Just a hint: Point-supervised camouflaged object detection

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.769786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:1608a1747055ab2fa773294b45befd0a15c8a7de918562afe02992d14c53be58

Observation c289af8b-f0fb-45d7-bffa-7ae79a4cca84 · outbound

This paper cites Learning camouflaged object detection from noisy pseudo label.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Learning camouflaged object detection from noisy pseudo label

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.785060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ac50c9c3088ffd908aa551fbde426a262e899dde4336a13f66239aaa0e86380a

Observation 23f1ca76-177b-4bcb-950f-b20abc781fc1 · outbound

This paper cites Camoteacher: Dual-rotation consistency learning for semi-supervised camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camoteacher: Dual-rotation consistency learning for semi-supervised camouflaged object detection

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.896465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b51f177faca431f2f60d648d680edd999099276f7610c486ecafa24cd3b46502

Observation 417cc6a1-91a2-413e-80e4-71478fd80b13 · outbound

This paper cites UCOD-DPL: unsupervised camouflaged object detection via dynamic pseudo-label learning.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild UCOD-DPL: unsupervised camouflaged object detection via dynamic pseudo-label learning

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.712384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f0e32c0c587c4e7d54c87a4d454987571368684c5096dfa243bb740a6e11a4ff

Observation 5a6afdf1-1c22-4b3d-8473-261600e07104 · outbound

This paper cites Shift the lens: Environment-aware unsupervised camouflaged object de- tection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Shift the lens: Environment-aware unsupervised camouflaged object de- tection

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.743125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:5cb6c7342ceb0d677f9ae33ffcada048d734b2a7852fc9b3ba1fa86cc54a2ee9

Observation 2a333e03-01f2-4727-9542-bcc788a24635 · outbound

This paper cites Beyond single images: Retrieval self-augmented unsupervised cam- ouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Beyond single images: Retrieval self-augmented unsupervised cam- ouflaged object detection

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.709709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:d85b4e1fe6b86f1c2c83e652c7ecf735440b95ce8352f94d18f5663bbb6b0717

Observation 4386f4f6-a8d3-4c3b-869c-894aebbcba74 · outbound

This paper cites Zero-shot camouflaged object detection.IEEE Transactions on Image Processing, 32:5126– 5137.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Zero-shot camouflaged object detection.IEEE Transactions on Image Processing, 32:5126– 5137

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.722493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:0c42a548884276eb462704091ab6a4d71c03603bdd069d1e31977dbd7d79cc90

Observation 3ff6a1ec-92c4-4e8d-a3dc-5ed6e75bec79 · outbound

This paper cites Upgen: Unleashing potential of foundation models for training- free camouflage detection via generative models.IEEE Transactions on Image Processing, 34:5400–5413.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Upgen: Unleashing potential of foundation models for training- free camouflage detection via generative models.IEEE Transactions on Image Processing, 34:5400–5413

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.687781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:9eb54e6a15d0f0aca2c169eb5f8e8bd866dd7e4e92917c62778e6cfd72549e41

Observation d9611c6f-8c46-4138-87bc-9ef76d4273f3 · outbound

This paper cites Towards real zero-shot camouflaged object segmentation without camouflaged annotations.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Towards real zero-shot camouflaged object segmentation without camouflaged annotations

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.690163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:17ad52e3f8f52c1d0f812646ec0fcc7ede67ceb5313ec94b0f89405c57ab086d

Observation 605291b9-ca0f-4fa4-945b-d4ef3a497f6d · outbound

This paper cites Self-supervised video object segmentation by motion grouping.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Self-supervised video object segmentation by motion grouping

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.694713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:d6fa6d3bfc81d0cd708260b5ba24ca1fd1ec33704802ba599520fc71e6cf66e1

Observation e3a584a1-18c4-41f4-bd1c-5385be0f034f · outbound

This paper cites Segmenting moving objects via an object-centric layered representation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segmenting moving objects via an object-centric layered representation

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.719870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:7b00655e17f3cc8148e3034261cb270dc3a4c3bba50d0a50e4ef45946d0b3090

Observation 2753d481-3d3b-4ea7-a28d-f707144704f3 · outbound

This paper cites EM-Driven unsupervised learning for efficient motion segmentation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45:4462–4473.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild EM-Driven unsupervised learning for efficient motion segmentation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45:4462–4473

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.741122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:3fcba2819aa082d373f8ab75e1e27ee5294a1ebb33538aae3c9bd6b7ed663387

Observation 66d8b053-980c-433f-80a8-831c738ea20f · outbound

This paper cites Learned-Miller, Cordelia Schmid, and Karteek Alahari.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Learned-Miller, Cordelia Schmid, and Karteek Alahari

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.760629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:3e75d00e20d676f40b0d84aad207b0993d35812c6a5386b26632477b53e976b5

Observation 0db07eac-ddb1-4716-b3c7-c8756fcc1ac6 · outbound

This paper cites Explicit motion handling and interactive prompting for video camouflaged object detection.IEEE Transactions on Image Processing, 34:2853–2866.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Explicit motion handling and interactive prompting for video camouflaged object detection.IEEE Transactions on Image Processing, 34:2853–2866

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.898845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:6521a29bd6de07f7628cb55e68f1a57965c0d71abc77a43200c77d816d51a1a4

Observation cf14b770-6221-4ea8-b509-d6fd9857d33c · outbound

This paper cites Vscode: General visual salient and camouflaged object detection with 2d prompt learning.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Vscode: General visual salient and camouflaged object detection with 2d prompt learning

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.901328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:506ed3ff19fad79890218e790f8cfb8966c59c695f9a0adff06861899b4eb9bc

Observation 543223d7-8efb-441f-b656-f1b42c5170d8 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.891309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:477c981798d89c27b71b7fe35143ceaf35b0a71891c173af36f223d416e77f4d

Observation ec86feb1-be93-4805-a4ed-254b44b672eb · outbound

This paper cites Endow SAM with keen eyes: Temporal-spatial prompt learning for video camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Endow SAM with keen eyes: Temporal-spatial prompt learning for video camouflaged object detection

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.893400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:bc8315b2c832d77765bca409c638ab87a818b102ca5258cc5a4c94fce9f3bd5a

Observation 13848c7b-b31a-480e-b54f-2c60d1e747e1 · outbound

This paper cites SAM-PM: enhancing video cam- ouflaged object detection using spatio-temporal attention.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild SAM-PM: enhancing video cam- ouflaged object detection using spatio-temporal attention

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.903833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:904b9a797fd0febba5c97bdffd98778e203b56b5cef3f219f61d22cbdcf18f87

Observation bafe7857-5775-4e69-9b5b-4912c582923d · outbound

This paper cites Berg, Wan-Yen Lo, Piotr Dollár, and Ross B.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Berg, Wan-Yen Lo, Piotr Dollár, and Ross B

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.877779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:1afac8a6ccbc3af225e89119954773f59c1796ecbb1085cdb0ebf2c479312411

Observation eba83251-1af2-4259-a3f6-665f735dfac9 · outbound

This paper cites CamSAM2: Segment anything accurately in camouflaged videos.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild CamSAM2: Segment anything accurately in camouflaged videos

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.886674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:99df53a909c043c923cfeb71f9616a2a44bbb8ab473950aa2f9ac18c871ce8a2

Observation f1dd06e6-0d47-4a67-a996-51f98dc7a340 · outbound

This paper cites Girshick, Piotr Dollár, and Christoph Feichtenhofer.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Girshick, Piotr Dollár, and Christoph Feichtenhofer

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.871029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:397555bbc902cfb86056aebd54eceeb01f856c3849a2bb9d664c0a54d285271a

Observation 9e7234eb-3af8-48e5-b463-33a3de871d9c · outbound

This paper cites Fast object segmentation in unconstrained video.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Fast object segmentation in unconstrained video

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.882074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:56143ff8c1f1666462a3b982257efd1a7f3f9387c11ee17c1f707d2a57fdb354

Observation 7480bb48-dd01-49a6-86fc-85c94ee21d01 · outbound

This paper cites Motion-guided cascaded refinement network for video object segmentation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 42:1957–1967.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Motion-guided cascaded refinement network for video object segmentation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 42:1957–1967

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.908470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:79e1857bfe6d8ed23669911c73c2af9446d31f6c8afb397087cf659d2e005a86

Observation 794d6aa2-86f8-42e3-9070-ee8cc630d49a · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.834049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:22f8bdc0c07236190061d105f164c3a67ba19944917309f2cdf7d00579cd5a8a

Observation 53a390e8-d382-45da-bdf7-db2fd59481b5 · outbound

This paper cites Joint stereo video deblurring, scene flow estimation and moving object segmentation.IEEE Transactions on Image Processing, 29:1748–1761.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Joint stereo video deblurring, scene flow estimation and moving object segmentation.IEEE Transactions on Image Processing, 29:1748–1761

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.838887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:db74d5dfa5e4b5be34180b225c80cb339d0d856ab463077b43915ab9a42c0345

Observation 6a2d197b-f013-4f7d-a486-30f891c0d572 · outbound

This paper cites Kankanhalli.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Kankanhalli

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.830130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a19f37ff14a298175be97750886cf11b6314fc04db436c3dd509f2fb6a470fef

Observation 0795c7ce-f83e-4a1f-870f-8138fa2490c9 · outbound

This paper cites Actor and action modular network for text-based video segmentation.IEEE Transac- tions on Image Processing, 31:4474–4489.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Actor and action modular network for text-based video segmentation.IEEE Transac- tions on Image Processing, 31:4474–4489

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.841257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:21d59c9631552f4c3f16473764b037c2d0c0c739224b819b8bf15ba07ad01e97

Observation dcc2902a-28cd-4696-9b6f-32248806eec3 · outbound

This paper cites Appearance- based refinement for object-centric motion segmentation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Appearance- based refinement for object-centric motion segmentation

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.850977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b8aa12537b8ce0b8f1d0f4cabb4389c7ceadd5fba4c0cb23183b659d3e5cdb4c

Observation 48adbdce-d3c8-42a8-aab4-94e50bbe0bf2 · outbound

This paper cites Moving object segmentation: All you need is SAM (and flow).

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Moving object segmentation: All you need is SAM (and flow)

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.818615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:17f862bdc8bdb356bee0f6005989074be772ef6dc8dc571a9520649193e563ef

Observation fde932e2-c74e-4370-a3f1-d5f209f18fd0 · outbound

This paper cites Segmenting the motion components of a video: A long-term unsupervised model.IEEE Transactions on Pattern Analysis and Machine Intelligence, 48:500–511.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segmenting the motion components of a video: A long-term unsupervised model.IEEE Transactions on Pattern Analysis and Machine Intelligence, 48:500–511

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.736486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:4ed92dff1ccf0924c045f1a19ada303e54a077ec416293d0a608546f76d40235

Observation 89cc5fcd-34d2-4a2f-8d68-1b3174378d45 · outbound

This paper cites A general framework for motion segmentation: Independent, articulated, rigid, non-rigid, degenerate and non-degenerate.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild A general framework for motion segmentation: Independent, articulated, rigid, non-rigid, degenerate and non-degenerate

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.814230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b6d254cf28a1918351c506fdb7271e098ea392e82d9548a8358ae3929f994f6f

Observation a69dad7f-5468-4a26-bc58-d6204091b02d · outbound

This paper cites Rao, Roberto Tron, René Vidal, and Yi Ma.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Rao, Roberto Tron, René Vidal, and Yi Ma

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.800597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:663e35f9c6be4e22abb38f58d313eac22502bbf9b03bc7ca1cee38a614d480cd

Observation 5bfccb96-bb69-40e7-898b-cc2cbabff904 · outbound

This paper cites Learning segmentation from point trajec- tories.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Learning segmentation from point trajec- tories

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.845688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:8c391097e6746fd14b6521232607b364362fb05d0a916f8cdb5fa286519c0025

Observation ca1c4907-2029-4157-9d61-432bb3ea7321 · outbound

This paper cites Cheriyadat and Richard J.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Cheriyadat and Richard J

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.794137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:12429d7609d1a0b41f213c158536ce39fc2b104e8b32cf3b6919c2a52afce0ef

Observation 0af221b4-273b-4cd4-ba28-71392ea80d07 · outbound

This paper cites Motion trajectory segmentation via minimum cost multicuts.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Motion trajectory segmentation via minimum cost multicuts

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.798439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:8febaffa2600c0c4389c46c8a3bf97022b34de6dffa29e545fd3dc5fbfbc2b50

Observation cbca8238-5c8d-4c70-9dc3-a2b4b761e4da · outbound

This paper cites Higher-order minimum cost lifted mul- ticuts for motion segmentation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Higher-order minimum cost lifted mul- ticuts for motion segmentation

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.792175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:4db8b7be15ad9553f103bda95bb22012d58d6a54554881b1d70b2f304cae4c25

Observation f428ad63-6627-4821-96b9-6509319430fb · outbound

This paper cites Higher order motion models and spectral clustering.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Higher order motion models and spectral clustering

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.787423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:81bbb49781fbf768f1b0d1fbdf4429ce331714d2272400ebff8d95a5229c7894

Observation 641275bc-28eb-436b-a202-55c60122ba97 · outbound

This paper cites Segmentation of moving objects by long term video analysis.IEEE Transactions on Pattern Analysis and Machine Intelligence, 36:1187–1200.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segmentation of moving objects by long term video analysis.IEEE Transactions on Pattern Analysis and Machine Intelligence, 36:1187–1200

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.789866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:4d8eafbaa644f8a73da44da1285bb8f8b728b704b792e835a78625742af7f58d

Observation e2ea3581-8e58-439b-b32a-0ce936102219 · outbound

This paper cites Segment any motion in videos.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segment any motion in videos

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.796396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ffcaf7faaad56ca6b91b51e4b4cebb7435eb717f9003297fcf31cbd3a8333518

Observation 616c6dab-0511-4b73-a86b-0a4493809133 · outbound

This paper cites Segment, magnify and reiterate: Detecting camouflaged objects the hard way.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segment, magnify and reiterate: Detecting camouflaged objects the hard way

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.805250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:3fb3ed669a3ca9ab2ea9cefdf43e908ded84fecee59cce173e6da2312921d12e

Observation 73f6d6df-2bb1-4b43-8dbe-bd38166f6f02 · outbound

This paper cites Concealed object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44:6024–6042.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Concealed object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44:6024–6042

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.816325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:41446de429d89f2422b50b860d31700e38872d45940f7c20fa5be715f563c1a5

Observation 896563ad-ba02-4735-bc0b-bc02512d032d · outbound

This paper cites Feature shrinkage pyra- mid for camouflaged object detection with transformers.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Feature shrinkage pyra- mid for camouflaged object detection with transformers

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.856502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:33ccdef7761f9dbee47cf59a22d7693a0fff1f0488b95288468dd39136eddfe1

Observation b70b7591-0145-4b56-9949-08540d320421 · outbound

This paper cites RUN: reversible unfolding network for concealed object segmentation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild RUN: reversible unfolding network for concealed object segmentation

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.820606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:6948441a2b3cfce52582de97bab7c67b880d418546576547aa85db759e082868

Observation f3bf4f2d-bf7e-41c0-aa9d-8821531daa80 · outbound

This paper cites Camouflaged object segmentation with distraction mining.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camouflaged object segmentation with distraction mining

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.756136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:397fb941a31efd147bf455ca09f19d99897931071638c31901c7103562037440

Observation cafbf5f6-e4d9-4b43-8ff5-c91925e44fbe · outbound

This paper cites Uncertainty-guided trans- former reasoning for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Uncertainty-guided trans- former reasoning for camouflaged object detection

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.762983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b611d3440db9895fe0545d542f32f62de4715c3a1294cd87c17e7e4cdae8852a

Observation 8d9d2e2e-5be7-4fac-8141-069920ce3711 · outbound

This paper cites Hierarchical graph interaction transformer with dynamic token clustering for camouflaged object detection.IEEE Transactions on Image Processing, 33:5936– 5948.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Hierarchical graph interaction transformer with dynamic token clustering for camouflaged object detection.IEEE Transactions on Image Processing, 33:5936– 5948

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.758583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:165f88670c862ae5dd959cb6f4b90c95dff971d30de70435c9d54dc8feadff58

Observation e351b096-5820-4994-abe6-1f2acf2fa66c · outbound

This paper cites Structure-measure: A new way to evaluate foreground maps.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Structure-measure: A new way to evaluate foreground maps

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.745262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b1aa3f8b106202d2f853b60fce101a98b456ae35afe367eda2d32cb34b14c16c

Observation ae969c65-da2b-4eac-b28e-f50d2b68d0c4 · outbound

This paper cites How to JOURNAL OF LATEX CLASS FILES, VOL.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild How to JOURNAL OF LATEX CLASS FILES, VOL

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.747324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:9c9e8b74e402079ab5f48db7fa8a9dc01855075305bceaa412b895d8c053be97

Observation 255ad841-c5e1-466f-8582-d70f7af4a3dc · outbound

This paper cites Enhanced-alignment measure for binary foreground map evaluation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Enhanced-alignment measure for binary foreground map evaluation

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.765009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:fa79fa4020e7281ea73c860ba7caa85195e178555cf71e313d9728628b2d671b

Observation 04454079-f38b-4e3d-98c4-e1194552009a · outbound

This paper cites Unifying flow, stereo and depth estimation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45:13941–13958.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unifying flow, stereo and depth estimation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45:13941–13958

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.783006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:22b531f9532b42f1f77d8e9e0eba8c06bb8c0c58534fc19fe0471c184d2ce21c

Observation 52930273-7c33-4bc1-8786-260c829e96ff · outbound

This paper cites Depth anything V2.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Depth anything V2

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.717549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:0eabd08dfd6735222ad9dd6f75029e0c9768822555dfd1490c47259a27b3c166

Observation eb33e9f2-6f38-457f-92f2-6e3fc07839dc · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.696904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f3bba2715f791ff11fbe10256c602e328c37de9f4baca431ec56d1145e416986

Observation f6780109-736b-41eb-90db-c5d8cbc1f6bd · outbound

This paper cites camouflaged animal.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild camouflaged animal

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.724836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:04e6c091adfecd101959f913fa0dee29f4fb1c29d9cce4ea3b6cad54ebbc80e1

Observation 0da0b9d1-0a3f-43e9-9790-05d971db2cc9 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.738720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:e96c6f1ec4b8e3ab3dfb5de58134e18c597a8c424496b3abde090b10c6365e88

Pith citing papers

No inbound Pith citation observations are available.