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Paper Citation Record · LEDGER

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection

As of 19 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2507.19789.

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

pith.paper-citation-record.v1
2507.19789 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:04:50.320162Z

measured 68 of 68 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

68 of 68 outbound references displayed

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  • verified fuzzy58
  • unresolved10
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 20efd78f-4cdc-4953-9b9d-2022ba2af486 · outbound

This paper cites Frequency-tuned salient region de- tection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Frequency-tuned salient region de- tection

Reference 1

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Observation 096194ce-fd5f-4980-9cd4-08debea40c93 · outbound

This paper cites Stem-seg: Spatio-temporal em- beddings for instance segmentation in videos.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Stem-seg: Spatio-temporal em- beddings for instance segmentation in videos

Reference 2

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Observation dbdad8f6-7e90-4f90-9add-7064cc729d71 · outbound

This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 3

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Observation 4b679af5-3303-4adc-92f2-d90ea82f043b · outbound

This paper cites A thin-plate spline and the decomposition of deformations.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection A thin-plate spline and the decomposition of deformations

Reference 4

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Observation b3790330-4aff-4ea5-9ff0-c81c7fcbcc10 · outbound

This paper cites Video generation models as world simulators.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Video generation models as world simulators

Reference 5

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

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Observation 9b2086a8-5d95-4cb5-88b3-60a1802daf3a · outbound

This paper cites Video salient object detection via contrastive features and attention modules.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Video salient object detection via contrastive features and attention modules

Reference 6

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Observation 8d14f331-8e2d-415f-9aac-fbc8eb3bb32b · outbound

This paper cites Xmem: Long- term video object segmentation with an atkinson-shiffrin memory model.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Xmem: Long- term video object segmentation with an atkinson-shiffrin memory model

Reference 7

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Observation 225f8ea1-f4ba-4056-95fc-007cdefd0500 · outbound

This paper cites Rethink- ing space-time networks with improved memory coverage for efficient video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Rethink- ing space-time networks with improved memory coverage for efficient video object segmentation

Reference 8

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Observation 9c253885-0567-4516-b8ae-42132b4697b9 · outbound

This paper cites Global contrast based salient region detection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Global contrast based salient region detection

Reference 9

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Source-reported events for the cited work

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Observation 171c965a-0e53-489b-8397-780755a92bc4 · outbound

This paper cites Tack- ling background distraction in video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Tack- ling background distraction in video object segmentation

Reference 10

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Observation a9f03ea8-786d-4901-bfee-e58e267c6871 · outbound

This paper cites Treating mo- tion as option to reduce motion dependency in unsupervised video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Treating mo- tion as option to reduce motion dependency in unsupervised video object segmentation

Reference 11

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Source-reported events for the cited work

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Observation 0ffd005c-093d-412a-a899-6ddc3baddfeb · outbound

This paper cites Dual pro- totype attention for unsupervised video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Dual pro- totype attention for unsupervised video object segmentation

Reference 12

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

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Observation 58beb8cc-731b-4135-be90-322124b0efc3 · outbound

This paper cites 3d u-net: learn- ing dense volumetric segmentation from sparse annota- tion.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection 3d u-net: learn- ing dense volumetric segmentation from sparse annota- tion

Reference 13

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Observation 664c0cc0-8dab-4e24-a9da-5599bd956d28 · outbound

This paper cites Mevis: A large-scale benchmark for video segmentation with motion expressions.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Mevis: A large-scale benchmark for video segmentation with motion expressions

Reference 14

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

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Observation d1a46552-7e73-4901-97f6-4c5493321c4f · outbound

This paper cites Mose: A new dataset for video object segmentation in complex scenes.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Mose: A new dataset for video object segmentation in complex scenes

Reference 15

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

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Observation 619264ef-9894-4ead-a93c-bf6718fc5998 · outbound

This paper cites The pascal visual object classes (voc) challenge.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection The pascal visual object classes (voc) challenge

Reference 16

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Observation 37588c4f-2534-45ba-aa6e-7a54a4714489 · outbound

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

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Structure-measure: A new way to evaluate foreground maps

Reference 17

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Source-reported events for the cited work

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Observation b10c2f3e-4402-4568-a163-5d0063e8fcfb · outbound

This paper cites Shifting more attention to video salient object detection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Shifting more attention to video salient object detection

Reference 18

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Observation 71e2792e-08ef-43de-891c-71831799262f · outbound

This paper cites Bidirectionally learning dense spatio-temporal feature prop- agation network for unsupervised video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Bidirectionally learning dense spatio-temporal feature prop- agation network for unsupervised video object segmentation

Reference 19

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Observation e836bde7-c83b-44c7-bacb-2a160dd8fd75 · outbound

This paper cites Temporally efficient gabor transformer for unsu- pervised video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Temporally efficient gabor transformer for unsu- pervised video object segmentation

Reference 20

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Observation 56e7ca77-fe71-4063-bf57-54e2b846a090 · outbound

This paper cites Pyramid constrained self- attention network for fast video salient object detection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Pyramid constrained self- attention network for fast video salient object detection

Reference 21

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Observation e165d630-1583-4ed9-8c4c-ae233364811f · outbound

This paper cites Sparsectrl: Adding sparse controls to text-to-video diffusion models.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Sparsectrl: Adding sparse controls to text-to-video diffusion models

Reference 22

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Observation 53a42773-553e-43b2-90ac-6425d7013cbd · outbound

This paper cites Semantic contours from inverse detectors.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Semantic contours from inverse detectors

Reference 23

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Observation c2da5684-7124-40f1-9679-4b03c8be0c6c · outbound

This paper cites Deep residual learning for image recognition.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Deep residual learning for image recognition

Reference 24

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

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Observation e7ce470a-fd56-4d83-861f-8a9b132046f9 · outbound

This paper cites Classifier-Free Diffusion Guidance.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Classifier-Free Diffusion Guidance

Reference 25

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Source-reported events for the cited work

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Observation 7633b633-6280-42c8-8060-3382fe2fb3ca · outbound

This paper cites Denoising dif- fusion probabilistic models.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Denoising dif- fusion probabilistic models

Reference 26

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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.

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Observation 6a035966-3403-4c0c-922b-8be3721281e6 · outbound

This paper cites Lvos: A benchmark for long-term video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Lvos: A benchmark for long-term video object segmentation

Reference 27

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

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Observation 7165a45d-1463-4dad-a4f8-3fc99330ccc0 · outbound

This paper cites Simulflow: Simultaneously extracting feature and identifying target for unsupervised video object segmen- tation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Simulflow: Simultaneously extracting feature and identifying target for unsupervised video object segmen- tation

Reference 28

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

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Observation 34719462-b7fe-4d03-a4ac-20723d88629a · outbound

This paper cites Full-duplex strategy for video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Full-duplex strategy for video object segmentation

Reference 29

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Observation ac076c51-6e4e-4014-8ff5-e00ff3f6a32f · outbound

This paper cites Casnet: A cross-attention siamese net- work for video salient object detection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Casnet: A cross-attention siamese net- work for video salient object detection

Reference 30

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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.

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Observation d984303a-1541-4714-bf74-470a5cde3e6a · outbound

This paper cites Auto-Encoding Variational Bayes.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Auto-Encoding Variational Bayes

Reference 31

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Observation f54ddfc9-a47a-4517-8cd5-c65970272892 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Adam: A Method for Stochastic Optimization

Reference 32

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Unavailable: canonical work link unavailable.

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Observation 0d61794e-dc18-43a6-b966-9aea247152ca · outbound

This paper cites Pika 1.0, 2023.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Pika 1.0, 2023

Reference 33

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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.

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Observation 8532942c-db91-4114-bdf7-887dc249e8df · outbound

This paper cites Unsupervised video object seg- mentation via prototype memory network.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Unsupervised video object seg- mentation via prototype memory network

Reference 34

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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.

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Observation a3cb75ec-b3fa-4bb0-9b34-78bca8197abb · outbound

This paper cites Guided slot attention for unsupervised video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Guided slot attention for unsupervised video object segmentation

Reference 35

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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.

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Observation 3fd5ac7b-5c02-40d6-ae0d-8686ee4c2c7a · outbound

This paper cites Mo- tion guided attention for video salient object detection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Mo- tion guided attention for video salient object detection

Reference 36

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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=2026-08-06T14:04:50.235662Z digest=sha256:51193f38fd437e211231b36bafff8f7d2550be999f928ab476ca8fa8ca8c8ecf

Observation f151fbae-4d0a-4a44-826b-45861e316c1e · outbound

This paper cites Transformer-based visual segmenta- tion: A survey.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Transformer-based visual segmenta- tion: A survey

Reference 37

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raw_fallback, observed 2026-08-06T14:04:50.675389Z

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=2026-08-06T14:04:50.238195Z digest=sha256:28a4eb4e555077cc2a569320173100b6a2c12a629866528645c61d0174d9df0c

Observation 264ac4d2-4fc8-4e46-92ec-0a97fefc5280 · outbound

This paper cites Movideo: Motion-aware video generation with diffusion model.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Movideo: Motion-aware video generation with diffusion model

Reference 38

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raw_fallback, observed 2026-08-06T14:04:50.664124Z

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=2026-08-06T14:04:50.240675Z digest=sha256:55270699269d016b8d6afbe092890e1b666e348c014984a8c2b5f55e0eb55ed4

Observation 9de76fb1-51da-4540-9a14-3ed5f4f97e39 · outbound

This paper cites Making a Case for 3D Convolutions for Object Segmentation in Videos.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Making a Case for 3D Convolutions for Object Segmentation in Videos

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:04:50.243162Z digest=sha256:e975875e1571b9b05de7cecc1a54a12037bb05b40936b1c6f3d59551ce4f9fa0

Observation f90ee9b1-4cac-4ce8-9a0a-4fc0e63905a8 · outbound

This paper cites Segmentation of moving objects by long term video analysis.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Segmentation of moving objects by long term video analysis

Reference 40

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raw_fallback, observed 2026-08-06T14:04:50.652514Z

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=2026-08-06T14:04:50.245832Z digest=sha256:21a93a6dc5c237fa5c93b8145204a3b4d4fa16549f03b2a607e393f08530a561

Observation b6021fd4-0fde-42ac-8d2d-b682a77a108f · outbound

This paper cites Fast video object segmentation by reference- guided mask propagation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Fast video object segmentation by reference- guided mask propagation

Reference 41

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raw_fallback, observed 2026-08-06T14:04:50.642218Z

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=2026-08-06T14:04:50.248231Z digest=sha256:74eb05660430b8d212cfab3b3f5637f63059e37e1048bcd3f20a1a31aa5346fa

Observation 22b2d12b-72bd-4582-bc49-cca5dbe0b558 · outbound

This paper cites Video object segmentation using space-time memory networks.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Video object segmentation using space-time memory networks

Reference 42

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raw_fallback, observed 2026-08-06T14:04:50.631845Z

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=2026-08-06T14:04:50.250806Z digest=sha256:b7d4179e5505bed0bd074b7bda305d37e6cd6009afebfe4f2faae0596ea36aeb

Observation b1e1d6de-87f1-45c7-bc93-3f8a6b197ad9 · outbound

This paper cites Multi-scale interactive network for salient object detection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Multi-scale interactive network for salient object detection

Reference 43

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verified fuzzy
raw_fallback, observed 2026-08-06T14:04:50.621901Z

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=2026-08-06T14:04:50.253261Z digest=sha256:75c42a5e35a64024065442e246b5ddfec014627e6e41659b1f40992ab591a1b5

Observation 2d4f2695-a8e9-490f-b84a-7c3104d179e9 · outbound

This paper cites Hierarchical feature align- ment network for unsupervised video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Hierarchical feature align- ment network for unsupervised video object segmentation

Reference 44

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raw_fallback, observed 2026-08-06T14:04:50.612570Z

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=2026-08-06T14:04:50.256091Z digest=sha256:6c45661a1ef73e8b0e0fd4f2f820437f87bfd9a5753cbf3139a7ce6656fdea90

Observation 83568008-8194-4496-98ea-17d03c708974 · outbound

This paper cites A benchmark dataset and evaluation methodology for video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection A benchmark dataset and evaluation methodology for video object segmentation

Reference 45

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:04:50.258963Z digest=sha256:5eeeae226ee953d95fb29e211f406ecbf45a5a9592f37bf59d5cb5aaae544013

Observation 2a9cda6c-ede8-4145-9e76-a982ae050c0d · outbound

This paper cites Learning video object segmentation from static images.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Learning video object segmentation from static images

Reference 46

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verified fuzzy
raw_fallback, observed 2026-08-06T14:04:50.596655Z

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=2026-08-06T14:04:50.261771Z digest=sha256:edf8b0d9496916f85267568c1cd46e4600df0bec0b110caf8a830a67309f426b

Observation 3771dafb-79b0-4ea8-98e0-4444ca0be298 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection High-resolution image synthesis with latent diffusion models

Reference 47

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raw_fallback, observed 2026-08-06T14:04:50.587577Z

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=2026-08-06T14:04:50.264919Z digest=sha256:fb65ea2bb1153fb00b0a51dbec7925d7acfcf8dbf6439d947d7706653d4654f1

Observation 14e3c530-17e3-4216-9cca-7968c945d127 · outbound

This paper cites Gen-2, 2023.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Gen-2, 2023

Reference 48

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verified fuzzy
raw_fallback, observed 2026-08-06T14:04:50.577797Z

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=2026-08-06T14:04:50.267533Z digest=sha256:49b0720447ddf88465162800c691ea321297bc99f832ed6ebdc02362572d8750

Observation 8c7cf98a-fe1b-4852-8a47-1da9ab61fb35 · outbound

This paper cites Kernelized memory network for video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Kernelized memory network for video object segmentation

Reference 49

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verified fuzzy
raw_fallback, observed 2026-08-06T14:04:50.568269Z

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=2026-08-06T14:04:50.270128Z digest=sha256:ed904664ef15d5c4824f21839b2b4112326867095bec35bdd5f94623a21f9d1e

Observation 65dc29d5-c935-46e4-9a2e-7c30374a2a36 · outbound

This paper cites Hierarchical mem- ory matching network for video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Hierarchical mem- ory matching network for video object segmentation

Reference 50

Resolution
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raw_fallback, observed 2026-08-06T14:04:50.557899Z

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=2026-08-06T14:04:50.273125Z digest=sha256:9aa82fe7a136629eb21a70e92dd9105560b8c533a8dac1469c0c71f4509861fb

Observation c235d37a-c5f8-4455-b0e2-4a161692c79d · outbound

This paper cites Hierarchical image saliency detection on extended cssd.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Hierarchical image saliency detection on extended cssd

Reference 51

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verified fuzzy
raw_fallback, observed 2026-08-06T14:04:50.548271Z

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=2026-08-06T14:04:50.275639Z digest=sha256:f350feea61374c286839a40503a5768162a9db45254b8b70f2a9037ff5c6f542

Observation cb0266fc-127b-4f91-9759-bc4cca20e549 · outbound

This paper cites Denoising Diffusion Implicit Models.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Denoising Diffusion Implicit Models

Reference 52

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no resolver link, observed 2026-08-06T14:04:50.278919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:04:50.278919Z digest=sha256:6232d338175ce0177e08afd4b6ffcc20de529d5e78c1ddb1309eb979551eb9d9

Observation 52fc1dfd-aa3d-4780-9038-cce05bba0e78 · outbound

This paper cites Improved techniques for training score-based generative models.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Improved techniques for training score-based generative models

Reference 53

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verified fuzzy
raw_fallback, observed 2026-08-06T14:04:50.538486Z

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=2026-08-06T14:04:50.281633Z digest=sha256:b702c0088a582c8ca4caede7d72a28387141712c82e5fcd8acb06d9dda53ecf3

Observation 834e2fde-9813-47ce-9e70-383ae027a350 · outbound

This paper cites Unsupervised video object segmentation with online adversarial self-tuning.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Unsupervised video object segmentation with online adversarial self-tuning

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:04:50.528515Z

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=2026-08-06T14:04:50.284149Z digest=sha256:002b6e58d3ee544e5b61d558258075001af651f405d3b63f9640c3de95dd4b10

Observation 07ed52c6-b53e-40d2-a1e5-c7c2654f1ab2 · outbound

This paper cites A unified transformer frame- work for group-based segmentation: Co-segmentation, co- saliency detection and video salient object detection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection A unified transformer frame- work for group-based segmentation: Co-segmentation, co- saliency detection and video salient object detection

Reference 55

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raw_fallback, observed 2026-08-06T14:04:50.518972Z

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 eec76020-edf7-4c21-b56c-c48b4d9f9aab · outbound

This paper cites Raft: Recurrent all-pairs field transforms for optical flow.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Raft: Recurrent all-pairs field transforms for optical flow

Reference 56

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no resolver link, observed 2026-08-06T14:04:50.289363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3c06da6f-b1e3-4cf9-af3f-fff9365b38c4 · outbound

This paper cites Learning to de- tect salient objects with image-level supervision.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Learning to de- tect salient objects with image-level supervision

Reference 57

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raw_fallback, observed 2026-08-06T14:04:50.503162Z

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 348e9c67-dc9a-41e0-b320-208cb7c2a0af · outbound

This paper cites Consistent video saliency using local gradient flow optimization and global refinement.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Consistent video saliency using local gradient flow optimization and global refinement

Reference 58

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raw_fallback, observed 2026-08-06T14:04:50.493257Z

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=2026-08-06T14:04:50.294854Z digest=sha256:f9192edb4d153513edfb710c32f9f60f20c43319efe702a5f6c7d44a2a343b31

Observation 7ec874c6-87a3-49e8-a7a8-0155abf94b39 · outbound

This paper cites Video salient object detection via fully convolutional networks.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Video salient object detection via fully convolutional networks

Reference 59

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raw_fallback, observed 2026-08-06T14:04:50.484432Z

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=2026-08-06T14:04:50.297211Z digest=sha256:7385fbd491dbb3b91befcca087707884b3ec832ae886c5a8d85dc0dbdff8211f

Observation 3f99a55f-9282-487f-b4aa-131552508dbf · outbound

This paper cites F3net: fusion, feedback and focus for salient object detection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection F3net: fusion, feedback and focus for salient object detection

Reference 60

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raw_fallback, observed 2026-08-06T14:04:50.475428Z

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=2026-08-06T14:04:50.299975Z digest=sha256:8b0d576feb179c3db237bf1d0207b5a18de8d3aa7e57c34eff6e0cce1cb2dae4

Observation 45ce8b3e-f51d-411a-96d2-3756008be309 · outbound

This paper cites Cbam: Convolutional block attention module.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Cbam: Convolutional block attention module

Reference 61

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raw_fallback, observed 2026-08-06T14:04:50.466146Z

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=2026-08-06T14:04:50.302476Z digest=sha256:0d3193b4ef0537a3aede3f69522d78780a27e22d6424a828923520719ac94a58

Observation 8d8fc127-bbbd-46e4-ac61-aee64e10a6c0 · outbound

This paper cites Segformer: Simple and efficient design for semantic segmentation with transform- ers.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Segformer: Simple and efficient design for semantic segmentation with transform- ers

Reference 62

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raw_fallback, observed 2026-08-06T14:04:50.455269Z

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=2026-08-06T14:04:50.304872Z digest=sha256:c5337a6d18b5cfb4111292780a1606a43388338c97d46ebdc64ee16cfcb5b5a5

Observation 96995062-6bfe-4b1f-af4c-aa11deb1d5a6 · outbound

This paper cites Learning motion-appearance co- attention for zero-shot video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Learning motion-appearance co- attention for zero-shot video object segmentation

Reference 63

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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=2026-08-06T14:04:50.307240Z digest=sha256:4f3c94647627637c8f7e829588c87c7c063c60bd3129248bc145a5ef2ce9a006

Observation c86f81f5-e0c6-4d94-a935-740e01448e75 · outbound

This paper cites DragNUWA: Fine-grained Control in Video Generation by Integrating Text, Image, and Trajectory.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection DragNUWA: Fine-grained Control in Video Generation by Integrating Text, Image, and Trajectory

Reference 64

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:04:50.309640Z digest=sha256:6845320d34477b48b48e6867781d33fe9b442d897332fc5ccc8e16562648899e

Observation 8792461a-ce47-4494-aba0-f892244b8b38 · outbound

This paper cites I2VGen-XL: High-Quality Image-to-Video Synthesis via Cascaded Diffusion Models.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection I2VGen-XL: High-Quality Image-to-Video Synthesis via Cascaded Diffusion Models

Reference 65

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:04:50.312249Z digest=sha256:c4dc82774982df8b830dfd7401fc09a9a1858b665f303bc1c2a3f903388cdbbe

Observation f4087373-1fcf-4a81-b195-9baf57d48385 · outbound

This paper cites Suppress and balance: A simple gated net- work for salient object detection.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Suppress and balance: A simple gated net- work for salient object detection

Reference 66

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raw_fallback, observed 2026-08-06T14:04:50.434804Z

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=2026-08-06T14:04:50.315127Z digest=sha256:f19453dd3f2cd612be83e88e4f378c296a302998c6e469794648c6da121f3b04

Observation fdaf7152-bea8-44e6-8cac-fb8d550807c8 · outbound

This paper cites Learning discriminative feature with crf for unsupervised video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Learning discriminative feature with crf for unsupervised video object segmentation

Reference 67

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raw_fallback, observed 2026-08-06T14:04:50.424910Z

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=2026-08-06T14:04:50.317605Z digest=sha256:23f67432f742b8a703e7ade6356415655ca5f45aca2084edb0ad3819afc337ad

Observation d5582f5b-27de-443e-87c1-4863b3a2d154 · outbound

This paper cites Motion-attentive transition for zero-shot video object segmentation.

TransFlow: Motion Knowledge Transfer from Video Diffusion Models to Video Salient Object Detection Motion-attentive transition for zero-shot video object segmentation

Reference 68

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raw_fallback, observed 2026-08-06T14:04:50.416420Z

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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Pith citing papers

No inbound Pith citation observations are available.