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Paper Citation Record · LEDGER

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation

As of 18 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2508.18050.

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

pith.paper-citation-record.v1
2508.18050 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:42:30.974748Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

62 of 62 outbound references displayed

  • verified exact1
  • verified fuzzy51
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 02619dc0-3fc9-4d7a-bcb4-6569f6622a51 · outbound

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

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Source-free depth for object pop-out

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:22.533927Z digest=sha256:6ef8a869e27c2e55841c0e93a6e1466f35dc036f6e351e2b5523b45997de59fe

Observation c62809dc-7a39-4a78-8dda-462549499d8b · outbound

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

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Weakly-supervised concealed object segmentation with sam-based pseudo labeling and multi-scale feature grouping

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.910523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 069ca42d-8e8e-4e18-89d9-438d3789d63a · outbound

This paper cites Weakly-supervised camouflaged object detection with scribble annotations.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Weakly-supervised camouflaged object detection with scribble annotations

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.874015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 76d108ad-4c3c-4060-9ad7-aa0ae75f195e · outbound

This paper cites Segment anything.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Segment anything

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:23.034832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:23.034832Z digest=sha256:aab63446eb2306b8155363f5db932e0263bbaeebeefd1fe113bc40e39487392d

Observation 5989fbff-23c2-4d7b-8c1e-e2e5a3c332c4 · outbound

This paper cites Learning transferable visual 10 models from natural language supervision.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Learning transferable visual 10 models from natural language supervision

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.773619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:23.204822Z digest=sha256:e8b8f7ac43d14f2706f3360870dd735b8185157b5617114008805a743d38eb2d

Observation 243d69bd-53b8-4a39-a8ae-8bece17d5244 · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Grounding dino: Marrying dino with grounded pre-training for open-set object detection

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:23.314862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:23.314862Z digest=sha256:003f15ae8c7b26722df9578974bd056189b685594ff0482111e682861622947d

Observation b0cfcfd7-9831-4f0c-97d7-481a929ed30c · outbound

This paper cites Leveraging hallucinations to reduce manual prompt dependency in promptable segmentation.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Leveraging hallucinations to reduce manual prompt dependency in promptable segmentation

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.734411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:23.514830Z digest=sha256:ae99899833f85fdfbc66738ad308d18c3f8a2cd8f20fc4c03e7ea5f6db97c21b

Observation 7d5d928d-d70f-4b5c-9906-06cb80fd5949 · outbound

This paper cites INT: Instance-Specific Negative Mining for Task-Generic Promptable Segmentation.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation INT: Instance-Specific Negative Mining for Task-Generic Promptable Segmentation

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:42:32.070507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:23.674825Z digest=sha256:5d478fddc3b866241406bbb84d13486fae6ad5bcaa1941be49a1801e260a1a24

Observation 2d3d2e2a-7b39-4b19-8859-8a9f85dec567 · outbound

This paper cites Cross-modality salient object detection network with universality and anti-interference.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Cross-modality salient object detection network with universality and anti-interference

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.702580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:23.834768Z digest=sha256:0a17acf28d5408469c0958668ee11f1fc7473fc8a1a514e5be3bb617fb9bed56

Observation 7a6a8a75-0b67-471c-a663-2e001e9cb477 · outbound

This paper cites M2fnet: Multi-modal fusion network for object detection from visible and thermal infrared images.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation M2fnet: Multi-modal fusion network for object detection from visible and thermal infrared images

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:23.964245Z digest=sha256:b9dff19104044f7431c7366f1c69a76237dd4ebc578570c42ac52a5379a25294

Observation b1d87452-4ba2-4663-a036-1cd5e97cd4b5 · outbound

This paper cites Spatial-frequency attention-based optical and scene flow with cross-modal knowledge distillation.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Spatial-frequency attention-based optical and scene flow with cross-modal knowledge distillation

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.654534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 2e052fd7-d394-474b-a30c-c337910f9654 · outbound

This paper cites Vision fourier transformer empowered multi-modal imaging system for ethane leakage detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Vision fourier transformer empowered multi-modal imaging system for ethane leakage detection

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:24.244877Z digest=sha256:d717416b5db81397b43eec425e0632f9c0828392eb0c5320155ee8e1c3ea7e01

Observation 8b41b516-6c7e-4ab0-9188-09a61fdc1c86 · outbound

This paper cites Depth- aided camouflaged object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Depth- aided camouflaged object detection

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.578160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:24.365746Z digest=sha256:211c104036495c1012166ef270ec74cb01b250dcdfd7c422cdaec95391d829fe

Observation b59cf3f3-9a87-4fff-a321-1ed9c0e5df9d · outbound

This paper cites Multi- stream information complementarity network for rgb-d camouflaged object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Multi- stream information complementarity network for rgb-d camouflaged object detection

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.550992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:24.534743Z digest=sha256:b267b3fd3614aaaa58f35a95c4f4c3d70bb2333d92d2f7c902902b6847c6c4cb

Observation 4c59d74e-7927-4d7e-ba23-7fba95971e8a · outbound

This paper cites Depth alignment interaction network for camouflaged object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Depth alignment interaction network for camouflaged object detection

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.498530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:24.714761Z digest=sha256:e07b4084832a26c5d24a0897536660b7f5367c39a8fc6c86f4b8570a591c9516

Observation 1f8ee607-eb02-4ad9-894a-9703cc545bdb · outbound

This paper cites Rnet: Multi- modal and multi-scale refined network for rgb-d salient object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Rnet: Multi- modal and multi-scale refined network for rgb-d salient object detection

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.468340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:24.874736Z digest=sha256:95520ca0019cebb68998354296244da54fe0bcb65b095d8742a223baf54a5ad9

Observation 2001d64b-b3bb-43ff-8c0a-4a376f0dfc24 · outbound

This paper cites Cross- modal hierarchical interaction network for rgb-d salient object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Cross- modal hierarchical interaction network for rgb-d salient object detection

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.436633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:25.034745Z digest=sha256:351375cb204100b9a5c2353f9bbbdb47a0072c52f1e0d0b8bfa81a0b37cab8e7

Observation 7038a701-8172-4d0c-baf7-6dcef244403e · outbound

This paper cites Open-vocabulary camouflaged object segmentation.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Open-vocabulary camouflaged object segmentation

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.384742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:25.184746Z digest=sha256:33098e23387d92d1495487ebc7aca71c6e8ebc3ebaaaebc16e1ba7c408bc87f9

Observation 77da5194-b979-4d36-958d-fff20286723f · outbound

This paper cites Exploring deeper! segment anything model with depth perception for camouflaged object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Exploring deeper! segment anything model with depth perception for camouflaged object detection

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.330113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:25.364748Z digest=sha256:a7cf9cc1f451259a5bf5de5ada820d62ddceacbf120fa1b6aea7d5024a02a01a

Observation e7096938-4dbf-42e4-876b-db48fe2d4fda · outbound

This paper cites Weakly-supervised salient object detection via scribble annotations.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Weakly-supervised salient object detection via scribble annotations

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.294751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:25.544750Z digest=sha256:2e457cfa1b682fd1986e029a7b4b5ae5c56511d2f3af697a8dc35a39971622a3

Observation 8d59c4e1-d30e-44b1-98cd-a5621ec2e8a7 · outbound

This paper cites Gernand, Jeffery A.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Gernand, Jeffery A

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.261442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:25.714734Z digest=sha256:9db8ba19343113ae1d8cf7fe9bc3bb1d6f632113bea131d375d68e0837524600

Observation 2d47368c-7790-45cd-ab7c-c015abc86594 · outbound

This paper cites Self-prompt sam: Medical image segmentation via automatic prompt sam adaptation.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Self-prompt sam: Medical image segmentation via automatic prompt sam adaptation

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.224391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:25.844732Z digest=sha256:6ff5ec87a4f2a1514a87c3a569aeecc94133000505c8c03adaf0dcba6e16737d

Observation 50eaac8a-020b-4dda-9398-dc519a2b6f85 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.173797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:25.934751Z digest=sha256:74160792cc10b7e6ca1ad25bb9d839889f10bc91805d558be4719923ede43ae8

Observation 589aaa5b-84e8-4be0-91b4-6c97abd23f81 · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:26.034748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:26.034748Z digest=sha256:c3d4f1192f6af41652d49d313509c5f7f76da5b9ddcc6bef71f0ed759af868c3

Observation bdda18a2-f926-4296-a963-d28a4d8f6380 · outbound

This paper cites Chain of visual perception: Harnessing multimodal large language models for zero-shot camouflaged object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Chain of visual perception: Harnessing multimodal large language models for zero-shot camouflaged object detection

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.126709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:26.154730Z digest=sha256:8ecff990e6babf7b46687bf27f42c4f0fc5b4879f0956a2afe9a325ee8d1bf3b

Observation 4f9480d4-136b-422d-9dbd-431791ee7897 · outbound

This paper cites Relax image-specific prompt requirement in sam: A single generic prompt for segmenting camouflaged objects.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Relax image-specific prompt requirement in sam: A single generic prompt for segmenting camouflaged objects

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.090450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:26.282424Z digest=sha256:e26bcb70f0957a84a119bf07f7be0c0fd686e7ae5ee3144f78255a12cbbc93f2

Observation 3d3b7b2f-f926-4032-a446-790a90f39cee · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation SAM 2: Segment Anything in Images and Videos

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:26.394756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:26.394756Z digest=sha256:1d6853c3f93249bc08c6ad76f89e7af3a1fd3da23d9c9c12005cae7a7fd71733

Observation 4fac0ab8-6f3f-4ea2-89d3-df67517b880b · outbound

This paper cites How to evaluate foreground maps? In Proceedings of the IEEE conference on computer vision and pattern recognition, pages 248–255, 2014.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation How to evaluate foreground maps? In Proceedings of the IEEE conference on computer vision and pattern recognition, pages 248–255, 2014

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.039007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:26.524841Z digest=sha256:3678969923a5c926fdaa72b34b961c400e5bf2676c418fd6873d8771d734f404

Observation 03af6bd2-2e89-4ae9-9fab-59016a13649c · outbound

This paper cites Cognitive vision inspired object segmentation metric and loss function.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Cognitive vision inspired object segmentation metric and loss function

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:36.002037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:26.594756Z digest=sha256:c1e4db03e8eccd3cb86314a5575232403733909775ab93ba8e764eab157d48fb

Observation bb33f774-108a-4515-9803-579450d2b73f · outbound

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

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Structure-measure: A new way to evaluate foreground maps

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.967974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:26.724756Z digest=sha256:2c980adad40749d908e8910bafaadfde6f87e9f899e283f0e6366dd927fc6db6

Observation 357f7ca6-dbce-4bcf-97cc-acca8e560d03 · outbound

This paper cites Concealed object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Concealed object detection

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.929109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:26.834752Z digest=sha256:113bb9c9a03d744e4d167150d791723a001cb9f53f822472d5843eeb862cf5df

Observation 97c0d0d0-53e7-4d2f-9ac1-3b95c2d1443d · outbound

This paper cites Animal camouflage analysis: Chameleon database.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Animal camouflage analysis: Chameleon database

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.876966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:26.917027Z digest=sha256:fbd985cba3a39184d5a7300e3025f487e0c0e23c0a6bdd551440ceae2d1e4847

Observation 2415f364-3cd0-49cf-9ea2-4aa1fb4cffd5 · outbound

This paper cites Anabranch network for camouflaged object segmentation.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Anabranch network for camouflaged object segmentation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.853015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:27.084752Z digest=sha256:0339c1aaa47decf46ba729fab562207057d0f0216042dc36ebfc0aa504f82a1a

Observation 4a73896d-aa5c-4f4e-a7c9-8ac45f114ae4 · outbound

This paper cites Cross- modality discrepant interaction network for rgb-d salient object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Cross- modality discrepant interaction network for rgb-d salient object detection

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.781968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:27.240108Z digest=sha256:adbcb2fc4a887757105fb7470290abd9a531c14fba19505288b17619fff23466

Observation 3b2064e4-4e0f-4916-a4bb-460789af0be1 · outbound

This paper cites Rgb-d saliency detection via cascaded mutual information minimization.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Rgb-d saliency detection via cascaded mutual information minimization

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.701905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:27.424753Z digest=sha256:6d5659912edf39ff3c8df4c8d929ecacf0838427138983174cd9c53e0508bd8d

Observation 0aedbec7-d714-4fce-b567-b79b43d5d2ae · outbound

This paper cites Specificity- preserving rgb-d saliency detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Specificity- preserving rgb-d saliency detection

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.644749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:27.514739Z digest=sha256:8c9ec846b68d9b724f9504f496782cad0693e9578ff52d9cd4e13752665fb85f

Observation da235026-3690-460b-9339-cdef2b5cf37d · outbound

This paper cites Learning discriminative cross- modality features for rgb-d saliency detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Learning discriminative cross- modality features for rgb-d saliency detection

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.591377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:27.637984Z digest=sha256:b3d9ef47d3d65058d4f63734752e0474acbcbbd929fcc558a4903298c3f9a716

Observation 7a4b847b-a5a1-4ce6-b45e-c05387022c2e · outbound

This paper cites Improving SAM for Camouflaged Object Detection via Dual Stream Adapters.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Improving SAM for Camouflaged Object Detection via Dual Stream Adapters

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:27.689508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:27.689508Z digest=sha256:f4194325a46ad4bd01a1401aeab5cd3bdc90a4b790ba502a30d2ca769e7d28b6

Observation 9c6f35e6-1c14-4a43-8308-18aeac89d6b7 · outbound

This paper cites Structure-consistent weakly supervised salient object detection with local saliency coherence.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Structure-consistent weakly supervised salient object detection with local saliency coherence

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.542437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:27.783627Z digest=sha256:9ae2c3f22774f7f46518bdece23ffe378ea23a2aab6c40ae82f730ca972c001b

Observation 0deb713f-77ac-49c1-b922-28e6087aaae3 · outbound

This paper cites Generalized decoding for pixel, image, and language.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Generalized decoding for pixel, image, and language

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.505187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:27.874756Z digest=sha256:0c2161eeed1301d4343d995e66053f0de8269ff4be6edd0ecaef001318b3b975

Observation 990e0280-4b20-4244-bdcb-fec1b535d6df · outbound

This paper cites Segment everything everywhere all at once.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Segment everything everywhere all at once

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.474749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:28.008820Z digest=sha256:f5c137f71ebb45133958ea7c79cd9047b6030a77c3b39c9a4060add23318924c

Observation 9c69735f-ac68-42a2-a1f0-77182fd01be1 · outbound

This paper cites Automated polyp detection in colonoscopy videos using shape and context information.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Automated polyp detection in colonoscopy videos using shape and context information

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:28.120626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:28.120626Z digest=sha256:e6ade4242d578e90a0919eb5ed4534d566bc1fbe9c4565ac8be0275d5f8daf7b

Observation 1c002d75-293e-437e-91ef-8567b393e846 · outbound

This paper cites Kvasir-seg: A segmented polyp dataset.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Kvasir-seg: A segmented polyp dataset

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.365937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:28.301912Z digest=sha256:01c37592382308cb54809ee296b30d42272de4ce3607974146ff42d80eb0706a

Observation 1f194e6e-087d-454e-aa5e-9daa6865557e · outbound

This paper cites Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC).

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Skin Lesion Analysis Toward Melanoma Detection 2018: A Challenge Hosted by the International Skin Imaging Collaboration (ISIC)

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:28.445231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:28.445231Z digest=sha256:d88da739fec502abd06eec62b2cf84874c47a6a16186a2b95d8bfad6bbb48801

Observation 8d575cbc-5dfa-4f30-b8ab-8d60c680b57b · outbound

This paper cites PlantCamo: Plant Camouflage Detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation PlantCamo: Plant Camouflage Detection

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-05T16:42:28.527833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T16:42:28.527833Z digest=sha256:8b5dc811975d45737bf1120f6af9e8cf38e66bd8683a740cef8854173e8e5554

Observation 5dd7ad6d-976a-4d08-8193-6b2f2f45cef1 · outbound

This paper cites Boosting camouflaged object detection with dual-task interactive transformer.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Boosting camouflaged object detection with dual-task interactive transformer

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.234748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:28.647361Z digest=sha256:d9387795359c4d08589064df33a8d65c3149c152ff084b4544ac6b5b40946b1b

Observation ec69fa34-73df-4c38-bfc4-37b7969e7ecd · outbound

This paper cites High-resolution iterative feedback network for camouflaged object detection.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation High-resolution iterative feedback network for camouflaged object detection

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:35.094226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:28.714750Z digest=sha256:793377d89ac2594dd1e276af842e4a5ec2e62ce54c4738ad42943b7c0a35ea05

Observation dce563c9-b516-4a39-885b-d6f04b7c4ce4 · outbound

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

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Vscode: General visual salient and camouflaged object detection with 2d prompt learning

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:34.954746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:28.834078Z digest=sha256:0f3c03ab7212388729546f7e478714839ca0675a5828f713e70f5ccadb5d2f01

Observation e70639a8-c023-401c-b452-22ad0f10c9f9 · outbound

This paper cites Camodiffusion: Camouflaged object detection via conditional diffusion models.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Camodiffusion: Camouflaged object detection via conditional diffusion models

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:34.863395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:28.924760Z digest=sha256:1696dcfd7cc072bb4b6125e8c9fdf50d8ab20a3adbd1d4e0c0ad5a25e05988a6

Observation 654cff52-444c-4a01-a4f8-7ad134fa453d · outbound

This paper cites In the paper, we used 2026 images from its test set.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation In the paper, we used 2026 images from its test set

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:34.774742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:29.064751Z digest=sha256:32c64c39f4a805f5ffa4b2ee7b8281fc8501b60336b63f16653c7e0b89e2c81b

Observation 7643ce8f-28be-429e-8af6-13ffaeaa9f3c · outbound

This paper cites It features complex natural backgrounds and manually annotated masks, serving to test generalization in unseen, high-complexity scenes.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation It features complex natural backgrounds and manually annotated masks, serving to test generalization in unseen, high-complexity scenes

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:34.732028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:29.244755Z digest=sha256:e24522f01e253ec26c80d0ac43b5c406616af017744cf46cbb948ea5af3213e3

Observation e3bf10c5-2a98-41b1-9636-549acda630cc · outbound

This paper cites In the paper, we used the 250 images from its test set.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation In the paper, we used the 250 images from its test set

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:34.713018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:29.495103Z digest=sha256:3bbd234043738173bc045d0b2e420c764d111b8000ae4ec3c19a95d1aee19c58

Observation e97ad445-e3d6-481e-8b8d-09e1a4142d34 · outbound

This paper cites an unresolved cited work.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:42:34.677635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:29.660805Z digest=sha256:1f3e36a5ebf62483aa9acfd8d1c807acbacc21ceaba11f53642c7251ad6df7df

Observation 05ad18f3-a93b-47be-a92a-46125a37f80e · outbound

This paper cites an unresolved cited work.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:42:34.564755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:29.824753Z digest=sha256:5c909ff92e1bac44c866c493acfcf011f66e096467fdc48af9f7298c98e54e0d

Observation 185b822d-c499-44f4-a838-2aa1c3f48aee · outbound

This paper cites It serves as a standard for dermoscopic segmentation.In this paper, we utilized the 1000 images from its test set.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation It serves as a standard for dermoscopic segmentation.In this paper, we utilized the 1000 images from its test set

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:34.474742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:29.914751Z digest=sha256:a8805f5897ff4e74d8daea243e0fe4a05bb8bb081f0f92c1b3d86ccf8807a9d3

Observation a9b9d537-8584-4bd9-95ce-7e198c6551a4 · outbound

This paper cites It uses high - resolution, copyright - free images sourced from platforms like Flickr.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation It uses high - resolution, copyright - free images sourced from platforms like Flickr

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:34.255722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:29.994748Z digest=sha256:587069176ab607996480168c2efb3c2700945ec8b59190858b871d7f9f6f89d2

Observation c258fadd-9f87-4828-b9f0-78392eb8b43f · outbound

This paper cites This foundation enables the system to interpret and fuse visual-language information effectively.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation This foundation enables the system to interpret and fuse visual-language information effectively

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:33.964830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:30.094753Z digest=sha256:ff06c43c3556868d2f06c8d8ff346ee2a2fee636bf6ba0e09fb162bd4146e39a

Observation 3a60eac7-cba9-4372-aee7-4bdbe9f2f686 · outbound

This paper cites During the Sculpting stage, SAM4MLLM is introduced to perform point-level semantic verification.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation During the Sculpting stage, SAM4MLLM is introduced to perform point-level semantic verification

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:33.616837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:30.284747Z digest=sha256:a4d5c8a72f1c25e1d23e91e8e94b348b10a02601443096ad62c92b23106119e9

Observation 3e058a44-a3e3-4ceb-a863-db3b4bb6217f · outbound

This paper cites These maps enrich spatial perception by providing dense geometric context, complementing RGB information and improving reasoning in cluttered or texture-weak scenes.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation These maps enrich spatial perception by providing dense geometric context, complementing RGB information and improving reasoning in cluttered or texture-weak scenes

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:33.344748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:30.474833Z digest=sha256:bc00b3dccad45566c7d8ee5d1283de9636de6c5526876c84268740dc98ccb0b3

Observation e0cd07af-8fb0-4a54-8f79-5ec68bcabc19 · outbound

This paper cites (b) Sequential Single-Image Processing : The full workflow (conjecture → focus → sculpting) completes for one image before starting the next.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation (b) Sequential Single-Image Processing : The full workflow (conjecture → focus → sculpting) completes for one image before starting the next

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:33.134746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:30.637889Z digest=sha256:b2c92632338a4ce2199de38aff1b4965bfa621262ebf8054953daadc4e7ce9fb

Observation 532cd2a7-a2cb-4220-849b-f340ce52bf16 · outbound

This paper cites Eight GPUs are grouped into four pairs (2 GPUs per pair) running in parallel.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation Eight GPUs are grouped into four pairs (2 GPUs per pair) running in parallel

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:32.727506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:30.824745Z digest=sha256:b9fa73892245ebc4f52886c7c14856555f7eccebf547e41b492c8b72334e8142

Observation d0beb716-b269-427d-ab04-657fd1b1e115 · outbound

This paper cites a camouflaged animal hidden in the scene.

ArgusCogito: Chain-of-Thought for Cross-Modal Synergy and Omnidirectional Reasoning in Camouflaged Object Segmentation a camouflaged animal hidden in the scene

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:42:32.324861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T16:42:30.974748Z digest=sha256:50cb71bc5b0efca5702b61314dceb0179fadfefbc131e95a0690d0e0844bdd72

Pith citing papers

No inbound Pith citation observations are available.