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

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; raw_fallback, observed 2026-08-05T16:42:36.968747Z

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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

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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

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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

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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

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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

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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

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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

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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

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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; raw_fallback, observed 2026-08-05T16:42:36.677566Z

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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

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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; raw_fallback, observed 2026-08-05T16:42:36.603064Z

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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

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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 2026-08-13T06:32:02.005865+00:00.

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

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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

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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

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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

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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

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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

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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

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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

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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

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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.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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

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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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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.

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 2026-08-13T06:32:02.005865+00:00.

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.

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.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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 2026-08-13T06:32:02.005865+00:00.

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Reference resolution

Outbound references

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