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Paper Citation Record · LEDGER

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection

As of 21 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 0 inbound Pith citation observations for arXiv:2505.09168.

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

pith.paper-citation-record.v1
2505.09168 v1

Coverage vector

measured 80 of 80 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:41:19.240617Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

80 of 80 outbound references displayed

  • verified exact18
  • verified fuzzy13
  • unresolved40
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 10e54089-95a2-4549-8608-942635c830ff · outbound

This paper cites Predator-specific camouflage in chameleons,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Predator-specific camouflage in chameleons,

Reference 1

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 39884b3b-05a8-4325-8377-4abe8b0bd4e0 · outbound

This paper cites What, if anything, is the adaptive function of countershading?,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection What, if anything, is the adaptive function of countershading?,

Reference 2

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation cf658f66-aa72-4d31-b1ce-341d488f1d19 · outbound

This paper cites Boundary-Guided Camouflaged Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Boundary-Guided Camouflaged Object Detection

Reference 3

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Unavailable: canonical work link unavailable.

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Observation 71718a81-6225-4c7d-9535-6082c3cac171 · outbound

This paper cites CDDNet: Camouflaged Defect Detection Network for Steel Surface,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection CDDNet: Camouflaged Defect Detection Network for Steel Surface,

Reference 4

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Observation 8862edd3-0c3e-47dc-8fc2-6f84bb2cfbf8 · outbound

This paper cites Camouflage Defect Identification: A Novel Approach,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Camouflage Defect Identification: A Novel Approach,

Reference 5

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doi, observed 2026-08-15T21:41:19.419674Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 5c517919-502b-4567-9293-f319d96c5d94 · outbound

This paper cites SDDNet: A Fast and Accurate Network for Surface Defect Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection SDDNet: A Fast and Accurate Network for Surface Defect Detection,

Reference 6

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Observation e0f3b8a4-1a2d-45e1-8949-bb8f19c4bd78 · outbound

This paper cites Synthetic data augmentation for surface defect detection and classification using deep learning,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Synthetic data augmentation for surface defect detection and classification using deep learning,

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 2a8b8548-9d3e-47e0-9ea5-30090dc273b4 · outbound

This paper cites Partially Camouflaged Object Tracking using Modified Probabilistic Neural Network and Fuzzy Energy based Active Contour,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Partially Camouflaged Object Tracking using Modified Probabilistic Neural Network and Fuzzy Energy based Active Contour,

Reference 8

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Observation b49cc566-cdb8-4981-b429-c37e5d6f15a6 · outbound

This paper cites Extremality of graph entropy based on Laplacian degrees of k-uniform hypergraphs.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Extremality of graph entropy based on Laplacian degrees of k-uniform hypergraphs

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation c9201bff-694c-4044-aa71-e33d60f02c89 · outbound

This paper cites A Bayesian Approach to Camouflaged Moving Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection A Bayesian Approach to Camouflaged Moving Object Detection,

Reference 10

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Observation eaa4f306-ddf0-48f4-b655-2bbb9f88a47b · outbound

This paper cites Fan, G.-P.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Fan, G.-P

Reference 11

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 423757da-aed1-4d6e-a76a-25607bf3c1eb · outbound

This paper cites Context-aware Cross- level Fusion Network for Camouflaged Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Context-aware Cross- level Fusion Network for Camouflaged Object Detection,

Reference 12

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 4f2687f1-2a40-43fa-b376-3f2112d826fb · outbound

This paper cites FAPNet: An Effective Frequency Adap- tive Point-based Eye Tracker,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection FAPNet: An Effective Frequency Adap- tive Point-based Eye Tracker,

Reference 13

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Observation 47d3589c-2079-428c-a30d-e7b82a390d01 · outbound

This paper cites Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet

Reference 14

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Observation 58af3aa1-50ee-4797-99e6-99a99b7f4fd5 · outbound

This paper cites Visual Saliency Transformer.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Visual Saliency Transformer

Reference 15

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Observation b5a12da6-afc8-4039-9a78-bbb60168ee0e · outbound

This paper cites U-Net: Convolutional Networks for Biomedical Image Segmentation.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection U-Net: Convolutional Networks for Biomedical Image Segmentation

Reference 16

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Observation b3420e8e-9444-479d-a115-83918ee1782b · outbound

This paper cites CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows

Reference 17

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Observation 5ddf9b13-270b-4c90-82cd-85d1bb3b9b5f · outbound

This paper cites Frequency-Spatial Entanglement Learning for Camouflaged Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Frequency-Spatial Entanglement Learning for Camouflaged Object Detection,

Reference 18

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 5ca1f6a1-9f3d-4656-975b-03cc3e04c3f3 · outbound

This paper cites IdeNet: Making Neural Network Identify Camou- flaged Objects Like Creatures,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection IdeNet: Making Neural Network Identify Camou- flaged Objects Like Creatures,

Reference 19

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 27b87c92-e872-49bf-acb0-e4608a4b3e75 · outbound

This paper cites SDRNet: Camouflaged object detection with independent reconstruction of structure and de- tail,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection SDRNet: Camouflaged object detection with independent reconstruction of structure and de- tail,

Reference 20

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Observation 2b818bdd-e577-4af6-acf8-2625fa61a209 · outbound

This paper cites Promoting camouflaged object detection through novel edge–target interaction and frequency- spatial fusion,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Promoting camouflaged object detection through novel edge–target interaction and frequency- spatial fusion,

Reference 21

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Observation 7c691c72-010f-48d6-8bd6-9cc09907f15b · outbound

This paper cites Knowledge Rectification for Camouflaged Object Detection: Unlocking Insights from Low-Quality Data.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Knowledge Rectification for Camouflaged Object Detection: Unlocking Insights from Low-Quality Data

Reference 22

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation c5dea442-6687-4f76-9898-779ae218c6be · outbound

This paper cites Anabranch network for camouflaged object segmentation,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Anabranch network for camouflaged object segmentation,

Reference 23

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Observation 6eb9c226-dc53-4695-a63d-1f1eef60a188 · outbound

This paper cites Simultaneously Localize, Segment and Rank the Camouflaged Objects,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Simultaneously Localize, Segment and Rank the Camouflaged Objects,

Reference 24

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Observation 81ae2018-2044-4c11-bc01-a9c02ce552f0 · outbound

This paper cites I Can Find You! Boundary-Guided Separated Attention Network for Camouflaged Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection I Can Find You! Boundary-Guided Separated Attention Network for Camouflaged Object Detection,

Reference 25

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e75f6fcb-70df-448d-b5dc-edf5574295cc · outbound

This paper cites MirrorNet: Bio-Inspired Camouflaged Object Segmentation,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection MirrorNet: Bio-Inspired Camouflaged Object Segmentation,

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 2d68f94b-03b7-4517-9b07-73d6205fb0f9 · outbound

This paper cites Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection

Reference 27

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Observation 0ecfde3d-6556-4507-9c5d-d1921407ba21 · outbound

This paper cites OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 27b30dc6-caee-4da0-a8b6-2f7efce0ce48 · outbound

This paper cites Improving Cam- ouflaged Object Detection with the Uncertainty of Pseudo-edge Labels,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Improving Cam- ouflaged Object Detection with the Uncertainty of Pseudo-edge Labels,

Reference 29

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 047de53c-9698-4377-9f40-21474b48f3c0 · outbound

This paper cites Semantic-Aware Domain Generalized Segmentation.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Semantic-Aware Domain Generalized Segmentation

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e074976b-7772-4b69-954e-3851427f3b6a · outbound

This paper cites Cam- ouflaged Object Detection That Does Not Require Additional Pri- ors,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Cam- ouflaged Object Detection That Does Not Require Additional Pri- ors,

Reference 32

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation de36e0b2-5a62-4785-ada2-d96b7c4326ae · outbound

This paper cites GLCONet: Learning Multi-source Perception Representation for Camouflaged Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection GLCONet: Learning Multi-source Perception Representation for Camouflaged Object Detection

Reference 33

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.042241Z digest=sha256:68b9943dc8be81f55226537a05682c1d56a9382da71d723aef5ff9f4e18f205c

Observation 05827687-90e1-475e-84a0-1d905317544b · outbound

This paper cites FOCUS: Towards Universal Foreground Segmentation.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection FOCUS: Towards Universal Foreground Segmentation

Reference 34

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Observation e74bf3f7-5397-447b-968a-0399a5bdf531 · outbound

This paper cites Squeeze-and-Excitation Networks.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Squeeze-and-Excitation Networks

Reference 35

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source=pdf_text observed=2026-08-15T21:41:19.051168Z digest=sha256:3be07cc34f741f4612736d07a9720b1eec853a2209a3aa38f84e43dcc718d0a1

Observation 95218699-0c1a-402c-8ebe-64d40636edc3 · outbound

This paper cites CBAM: Convolutional Block Attention Module.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection CBAM: Convolutional Block Attention Module

Reference 36

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source=pdf_text observed=2026-08-15T21:41:19.055641Z digest=sha256:276eac9318190e9ceca8a77eb05a6120a57b6794de569cc586f07aa18bcfac0f

Observation 7bdf7dd1-75c2-42f6-9055-c41e4b172717 · outbound

This paper cites Deep Residual Learning for Image Recognition.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Deep Residual Learning for Image Recognition

Reference 37

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source=pdf_text observed=2026-08-15T21:41:19.060143Z digest=sha256:07e32c4703afefe7c145a2c503d3c4cc7e618361090b690cce315e3ef7ada898

Observation b17fac80-4418-45e1-9c94-875244270839 · outbound

This paper cites DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs,

Reference 38

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.064548Z digest=sha256:d317a6cc13563b0cb7afd55e85699a1d3504f528e7ac5c60c4b05520ad9b311f

Observation f7203376-b6c3-41dc-8595-780f79cbc5ca · outbound

This paper cites FusionPainting: Multimodal Fusion with Adaptive Attention for 3D Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection FusionPainting: Multimodal Fusion with Adaptive Attention for 3D Object Detection

Reference 39

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.068592Z digest=sha256:479a321ab4dce4969bf1f4fe0641c98cf6224ed50ab523d8fe0461e5f1d6431d

Observation 213c5b13-de73-458e-9170-14a930bc777b · outbound

This paper cites Free-Form Image Inpainting with Gated Convolution.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Free-Form Image Inpainting with Gated Convolution

Reference 40

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source=pdf_text observed=2026-08-15T21:41:19.073192Z digest=sha256:82ffa1f02f4ccbb5b9589dad6345c8c58a5e68e8b9bc9833b0e64e22a0288e29

Observation b67f38da-6d32-46bd-b30a-c2ce45ccc6bb · outbound

This paper cites FMambaIR: A Hybrid State-Space Model and Frequency Domain for Image Restoration,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection FMambaIR: A Hybrid State-Space Model and Frequency Domain for Image Restoration,

Reference 41

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source=pdf_text observed=2026-08-15T21:41:19.077742Z digest=sha256:85958a905bbb27f5d2c161f1ddb87c904826f1d756d716acff0d5378b0e3cd51

Observation 649906cb-f3ae-4fc8-a933-9f91408b0f19 · outbound

This paper cites The fast Fourier trans- form,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection The fast Fourier trans- form,

Reference 42

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source=pdf_text observed=2026-08-15T21:41:19.082128Z digest=sha256:e4db149211f48ebe02ab83642a0b1f5b8d8404ba262316e5ec15aba45ad63a37

Observation 7543e8dd-4038-4811-a28d-913fb8b71e02 · outbound

This paper cites MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

Reference 43

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source=pdf_text observed=2026-08-15T21:41:19.086461Z digest=sha256:f45cdda3f69cfbee403d8c54f0ef08763a0d70e4bb4355a33042dd5467cb2580

Observation bf613160-2b30-4bd2-8083-4ceaa2a6aa19 · outbound

This paper cites Gaussian Error Linear Units (GELUs).

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Gaussian Error Linear Units (GELUs)

Reference 44

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source=pdf_text observed=2026-08-15T21:41:19.091010Z digest=sha256:c14a066db8c86165f396421eccee759eafa325876ac18b31a3a12e02f23d833a

Observation 34fd6085-68bb-4540-b6b7-462c5e20e718 · outbound

This paper cites Feature Shrinkage Pyramid for Camouflaged Object Detection with Transformers.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Feature Shrinkage Pyramid for Camouflaged Object Detection with Transformers

Reference 45

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raw_fallback, observed 2026-08-15T21:41:21.734651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.095063Z digest=sha256:e90ba9c6d2b46ed9405467f0d986ef060ba55f13b5749f0a2b81805ccd55c56a

Observation 9c72a151-14de-4aed-aedf-45e88025af76 · outbound

This paper cites Feature Aggregation and Propagation Network for Camouflaged Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Feature Aggregation and Propagation Network for Camouflaged Object Detection,

Reference 46

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source=pdf_text observed=2026-08-15T21:41:19.099146Z digest=sha256:69b59d5775925f22e6a2cd835da9f9b5f49892b8ff11668658e49f43bb679273

Observation 5b87f522-5dc0-4f39-b666-afed6c8b62e0 · outbound

This paper cites Optimizing Intersection-Over-Union in Deep Neural Networks for Image Segmentation,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Optimizing Intersection-Over-Union in Deep Neural Networks for Image Segmentation,

Reference 47

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raw_fallback, observed 2026-08-15T21:41:21.718494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.103184Z digest=sha256:e7bf51c29acf64ee7770cc029740dcac459aa7b9bcaedcf8f2e2b50a60966015

Observation 1dd99fe1-4ae6-4899-b457-4dd254138c84 · outbound

This paper cites Structure- Measure: A New Way to Evaluate Foreground Maps,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Structure- Measure: A New Way to Evaluate Foreground Maps,

Reference 48

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source=pdf_text observed=2026-08-15T21:41:19.107262Z digest=sha256:421d9ef8c21f13fe717df7b50b53e0f326a934c75736d465a6755939d4b8d205

Observation b2c60cab-6ade-45aa-a9b5-d3f4231e3be7 · outbound

This paper cites Enhanced-alignment Measure for Binary Foreground Map Evaluation.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Enhanced-alignment Measure for Binary Foreground Map Evaluation

Reference 49

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.111775Z digest=sha256:7608f6143a37fc549d2887b1b31ba67f447384356f03d5a0cafb679a530bff07

Observation abc355da-bf4d-4d8a-8e2f-d434b581335c · outbound

This paper cites How to Evaluate Foreground Maps,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection How to Evaluate Foreground Maps,

Reference 50

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source=pdf_text observed=2026-08-15T21:41:19.116024Z digest=sha256:188d53850c93dcf5b00de7ab0ed9c32dc53380beba558bbdbc0ff721b06f48d1

Observation d2c043e7-2ea3-4a36-be4d-f8c5a0440b0d · outbound

This paper cites Im- ageNet: A large-scale hierarchical image database,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Im- ageNet: A large-scale hierarchical image database,

Reference 51

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source=pdf_text observed=2026-08-15T21:41:19.120336Z digest=sha256:3a624027d084a0dbe2b1e61dc9906051f3477654b319bfc40c44391bad697e1c

Observation a7d15625-fdb6-4866-a969-7fe6bf09db68 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Adam: A Method for Stochastic Optimization

Reference 52

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source=pdf_text observed=2026-08-15T21:41:19.124495Z digest=sha256:3f2156186f25ba6c9530bf900749841cebc2de251123e01f3f1919b43d296f7d

Observation 4aa4265f-a29e-489f-a78b-fc40e7eea838 · outbound

This paper cites Camouflaged Object Detection with Feature Decom- position and Edge Reconstruction.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Camouflaged Object Detection with Feature Decom- position and Edge Reconstruction

Reference 53

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raw_fallback, observed 2026-08-15T21:41:21.689603Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T21:41:19.128779Z digest=sha256:427bcef74f837744b91a808d9803c6c20682cf1b1176e5dc48000aeea342f2f0

Observation a0d43d03-bd88-4f90-8762-561aca649338 · outbound

This paper cites Edge-Aware Mirror Network for Camouflaged Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Edge-Aware Mirror Network for Camouflaged Object Detection

Reference 54

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.133051Z digest=sha256:fd23d7b46bb98096621045934560c3ca177e90be352db83061c1d08dac5bf62a

Observation f006df29-ae72-4c51-9067-4d7b41faebc5 · outbound

This paper cites Deep Gradient Learning for Efficient Camouflaged Object De- tection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Deep Gradient Learning for Efficient Camouflaged Object De- tection,

Reference 55

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.137595Z digest=sha256:b4a4fb0e84ac7936e08e27e5a5a70f242cbcc362dcba2d2cf8ed8016b3172cae

Observation 8ea8e328-ff10-4ec0-90f2-c3cf9dcdf48c · outbound

This paper cites Locate, enhance and fuse: a progressively optimized network for camouflaged object detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Locate, enhance and fuse: a progressively optimized network for camouflaged object detection,

Reference 56

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.141679Z digest=sha256:5ff1633795cc8832d3d67a0068d72c7cf3d4d6127103eeaeb252fe80568cd230

Observation cb1123a3-08ae-4115-970e-1914576f3354 · outbound

This paper cites Camouflaged Object Segmentation with Omni Percep- tion,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Camouflaged Object Segmentation with Omni Percep- tion,

Reference 57

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T21:41:19.146200Z digest=sha256:a2a28232a1c75435255f737a4380660f35ccaaedfe5b07f9c94789b4835541b9

Observation 20ce417e-01c6-401d-a792-7aa27bdf6f18 · outbound

This paper cites UEDG:Uncertainty-Edge Dual Guided Camouflage Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection UEDG:Uncertainty-Edge Dual Guided Camouflage Object Detection,

Reference 58

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source=pdf_text observed=2026-08-15T21:41:19.150422Z digest=sha256:9fe3a203dfe2ca903dfffa038380bccbf45f7cd8dfe4197b9b1bada621d54906

Observation 7a3ca551-dc43-431b-a9a5-dc8514016264 · outbound

This paper cites MSCAF-Net: A Gen- eral Framework for Camouflaged Object Detection via Learning Multi-Scale Context-Aware Features,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection MSCAF-Net: A Gen- eral Framework for Camouflaged Object Detection via Learning Multi-Scale Context-Aware Features,

Reference 59

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source=pdf_text observed=2026-08-15T21:41:19.154390Z digest=sha256:9dbac6bae9c71bacf14adc2113236057f0996697400e92d3fd25b13de54a68e4

Observation b87fa2c2-0939-4131-bc33-1df1901fc516 · outbound

This paper cites Bilateral decoupling complementarity learning network for camouflaged object detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Bilateral decoupling complementarity learning network for camouflaged object detection,

Reference 60

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source=pdf_text observed=2026-08-15T21:41:19.158376Z digest=sha256:c169840b4b3e3510fe7aae7fc18048c39b7aa874cfa870f9078e1bbfcd41bdce

Observation e0be9d92-9125-4498-aa5e-a6db6e09d7cf · outbound

This paper cites A Universal Multi- View Guided Network for Salient Object and Camouflaged Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection A Universal Multi- View Guided Network for Salient Object and Camouflaged Object Detection,

Reference 61

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source=pdf_text observed=2026-08-15T21:41:19.162477Z digest=sha256:fb79595dbd6aebc7514b17f7e96b28f977d02d8199af9819cdf4bb072328459b

Observation 05a546a8-0559-4a82-963f-7c331acd739a · outbound

This paper cites Learning Discriminative Representations From Cross-Scale Features for Camouflaged Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Learning Discriminative Representations From Cross-Scale Features for Camouflaged Object Detection,

Reference 62

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source=pdf_text observed=2026-08-15T21:41:19.166548Z digest=sha256:b77cad07628029c01b3c8fc0400821a83f65eda4dafcd5e4fb9c2d0221d4d3b8

Observation 75612959-0626-4841-aa3e-21eb56780412 · outbound

This paper cites Finding Camouflaged Objects Along the Camouflage Mechanisms,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Finding Camouflaged Objects Along the Camouflage Mechanisms,

Reference 63

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source=pdf_text observed=2026-08-15T21:41:19.170801Z digest=sha256:5fbd7779b0ebbfa919fc0cdecfb8d5b04fe7e62d643443b09076d3fe1f0ec721

Observation 7aeb26e3-3be6-4ed7-b16a-afab0eb04451 · outbound

This paper cites FLRNet: A bio-inspired three- stage network for Camouflaged Object Detection via filtering, local- ization and refinement,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection FLRNet: A bio-inspired three- stage network for Camouflaged Object Detection via filtering, local- ization and refinement,

Reference 64

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source=pdf_text observed=2026-08-15T21:41:19.175037Z digest=sha256:9dc0441e720f90b1cd7722c43ca6be4c31bb0395c262d0db58d133b0e772f3cf

Observation f352216a-b49a-4036-a2d7-70aace98e8de · outbound

This paper cites Progressive Region-to-Boundary Exploration Network for Camouflaged Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Progressive Region-to-Boundary Exploration Network for Camouflaged Object Detection,

Reference 65

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.179439Z digest=sha256:77c5c307ecfb2febf9780851c0e6cc478246db2c5b7501b428761a71837ba834

Observation f272c816-cbc1-4174-9fab-38971bda7467 · outbound

This paper cites Adaptive Guidance Learning for Camouflaged Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Adaptive Guidance Learning for Camouflaged Object Detection

Reference 66

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source=pdf_text observed=2026-08-15T21:41:19.183657Z digest=sha256:70b8c98f277373fd235836bbddb16e57e80de251a7ed6a29837a9323e9d71d17

Observation 4d7f5013-d304-402c-8174-185837371e67 · outbound

This paper cites Camouflaged Object Segmentation with Distraction Mining.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Camouflaged Object Segmentation with Distraction Mining

Reference 67

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local_arxiv, observed 2026-08-15T21:41:19.745233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.188106Z digest=sha256:33074041e5b0d07b585ec1fa193587cf6dcca976625527e8efcca12fb182c7f7

Observation 6a08f6eb-63bf-4d63-a783-f3173ab3ea1a · outbound

This paper cites Mutual Graph Learning for Camouflaged Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Mutual Graph Learning for Camouflaged Object Detection

Reference 68

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local_arxiv, observed 2026-08-15T21:41:19.725038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.192436Z digest=sha256:05d8480caeaae7191da7f317305b22fe5ca67c32ed5ac3fa98fdb51d87f1db3c

Observation bf52d2d7-81f6-4cd8-9f6b-c35841c787eb · outbound

This paper cites Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection,

Reference 69

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source=pdf_text observed=2026-08-15T21:41:19.196962Z digest=sha256:c5fccd803e2020c2be3fdffab71ad9faedf732ac7bca3f1b02c9dcb00a83b79a

Observation dbace75e-cd14-4b44-88b2-a78e3ef0ecf2 · outbound

This paper cites Uncertainty-aware Joint Salient Object and Camouflaged Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Uncertainty-aware Joint Salient Object and Camouflaged Object Detection

Reference 70

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local_arxiv, observed 2026-08-15T21:41:19.618365Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.201050Z digest=sha256:f3b6935d49058ab5878483df76285f36f6c0b0554afc0e55f9eb0f8e25943fc6

Observation 3e9a2563-8762-4578-b6c9-bb6a39fee200 · outbound

This paper cites Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Segment, Magnify and Reiterate: Detecting Camouflaged Objects the Hard Way,

Reference 71

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 68b21542-bab9-46c9-9530-d74beed075ef · outbound

This paper cites Towards automatic polyp detection with a polyp appearance model,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Towards automatic polyp detection with a polyp appearance model,

Reference 72

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Observation 2c41cbf0-4bb4-4a1a-9343-440d4387d22e · outbound

This paper cites To- ward embedded detection of polyps in WCE images for early diag- nosis of colorectal cancer,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection To- ward embedded detection of polyps in WCE images for early diag- nosis of colorectal cancer,

Reference 73

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unresolved
no resolver link, observed 2026-08-15T21:41:19.214394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b886081f-ead0-4968-afab-44f055676a2f · outbound

This paper cites Kvasir-SEG: A Segmented Polyp Dataset.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Kvasir-SEG: A Segmented Polyp Dataset

Reference 74

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no resolver link, observed 2026-08-15T21:41:19.218750Z

Source-reported events for the cited work

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Observation e87624f4-410a-4ad9-af71-bb350bd632fc · outbound

This paper cites Automated Polyp Detection in Colonoscopy Videos Using Shape and Context Information,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Automated Polyp Detection in Colonoscopy Videos Using Shape and Context Information,

Reference 75

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verified exact
raw_fallback, observed 2026-08-15T21:41:19.517140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.223019Z digest=sha256:1c1a439cf46e9f57fdd87680372e5058ef169548719897ca97589a6141488cfe

Observation d8a73e58-78e1-460c-9b6f-cc58e31e9880 · outbound

This paper cites WM-DOV A maps for accurate polyp highlighting in colonoscopy: Validation vs. saliency maps from physicians,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection WM-DOV A maps for accurate polyp highlighting in colonoscopy: Validation vs. saliency maps from physicians,

Reference 76

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5c699caf-5705-4ec9-af58-cd6b6cd15c57 · outbound

This paper cites UNet++: A Nested U-Net Architecture for Medical Image Segmen- tation,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection UNet++: A Nested U-Net Architecture for Medical Image Segmen- tation,

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:41:21.675208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.231919Z digest=sha256:43b2d41ba9089e28637fd8d2957f28dbb0c0842971c69b9ab7b2623a92fe5947

Observation e820b998-2602-40e5-9427-af2eb79e7bc3 · outbound

This paper cites Selective Feature Aggrega- tion Network with Area-Boundary Constraints for Polyp Segmentation,.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Selective Feature Aggrega- tion Network with Area-Boundary Constraints for Polyp Segmentation,

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:41:21.661432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.236226Z digest=sha256:05289f0398658b1cd48e8cd3704a1e8d4262a93cc129916e034f6ad07d3b2106

Observation 7b00d787-bcd6-494a-b86d-2b3ab1b2a088 · outbound

This paper cites Adaptive Context Selection for Polyp Segmentation.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Adaptive Context Selection for Polyp Segmentation

Reference 79

Resolution
verified exact
local_arxiv, observed 2026-08-15T21:41:19.441406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:41:19.240617Z digest=sha256:fd1638c411d82ea77876a4e5b5aadf559ea4f27c250dd30f5d2e9aff7c246ae1

Observation 9f27179b-35f9-4334-9cbd-49b8e728afec · outbound

This paper cites Context-aware Cross-level Fusion Network for Camouflaged Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Context-aware Cross-level Fusion Network for Camouflaged Object Detection

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-15T21:41:18.944739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:41:18.944739Z digest=sha256:2f58d32bf54ab0bd037d4f37409b20a3a866266b9e324f3e0b25b46f23a93a7d

Observation 06d6f9e7-0367-4761-8943-0091b06d9207 · outbound

This paper cites Frequency-Spatial Entanglement Learning for Camouflaged Object Detection.

DRRNet: Macro-Micro Feature Fusion and Dual Reverse Refinement for Camouflaged Object Detection Frequency-Spatial Entanglement Learning for Camouflaged Object Detection

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-15T21:41:18.976043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:41:18.976043Z digest=sha256:5c446ca0641d33d336cae828f9ff8b669733ba4fd3e1acc6862ab6f3c65369eb

Pith citing papers

No inbound Pith citation observations are available.