Paper Citation Record · LEDGER

CGCOD: Class-Guided Camouflaged Object Detection

As of 22 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2412.18977.

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

pith.paper-citation-record.v1
2412.18977 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T01:05:32.481698Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:45:12.462036Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T19:45:12.727355Z

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy41
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 18b91046-0d2b-4150-bb0d-b263318596a1 · outbound

This paper cites Models and metrics for signature strength evaluation of camouflaged targets.

CGCOD: Class-Guided Camouflaged Object Detection Models and metrics for signature strength evaluation of camouflaged targets

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:33.094748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ce2b0c69-62af-49f8-8c96-4abe45b93625 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Structure-measure:, a new way to evaluate foreground maps

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:33.082815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f5fea12e-2f50-409b-a21e-5a4798e44018 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Enhanced-alignment measure for binary foreground map evaluation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:33.070933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1f32f68b-8704-452c-9806-a115b896acf4 · outbound

This paper cites Camouflaged object detection.

CGCOD: Class-Guided Camouflaged Object Detection Camouflaged object detection

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:33.058896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation babd3ed0-8761-451f-8747-25aa1104aab0 · outbound

This paper cites Pranet: Parallel reverse attention network for polyp segmentation.

CGCOD: Class-Guided Camouflaged Object Detection Pranet: Parallel reverse attention network for polyp segmentation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:33.047548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 91710718-930b-49c7-8af9-0ef5458f8f39 · outbound

This paper cites Concealed object detection.

CGCOD: Class-Guided Camouflaged Object Detection Concealed object detection

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:33.035568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3075da26-f46b-4790-b23c-ebae563dc5ee · outbound

This paper cites Texture segmentation by multiscale aggregation of filter responses and shape elements.

CGCOD: Class-Guided Camouflaged Object Detection Texture segmentation by multiscale aggregation of filter responses and shape elements

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:33.022141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e5d86bcb-d5e6-453d-87ad-615d02814ed9 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Camouflaged object detection with feature decomposition and edge reconstruction

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:33.009622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 71dae751-058a-4f10-8bdc-909aab7127bd · outbound

This paper cites Segmentation from natural language expressions.

CGCOD: Class-Guided Camouflaged Object Detection Segmentation from natural language expressions

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.994945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 168b355e-9c49-4c3a-b9da-316cea5474a4 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection High-resolution iterative feedback network for camouflaged object detection

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.982601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 32c2047a-1289-479c-b9e9-c04e996cf278 · outbound

This paper cites Efficient camouflaged object detection network based on global localization perception and local guidance refinement.

CGCOD: Class-Guided Camouflaged Object Detection Efficient camouflaged object detection network based on global localization perception and local guidance refinement

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.970681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 13397896-97ac-406b-907d-84be51bcb4ae · outbound

This paper cites Feature shrinkage pyramid for camouflaged object detection with transformers.

CGCOD: Class-Guided Camouflaged Object Detection Feature shrinkage pyramid for camouflaged object detection with transformers

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.957938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 610d4502-eb27-4377-81bf-944f1a6f8a11 · outbound

This paper cites A survey of methods for addressing the challenges of referring image segmentation.

CGCOD: Class-Guided Camouflaged Object Detection A survey of methods for addressing the challenges of referring image segmentation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.943627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ce5d8d8e-e0c1-4c8c-ba90-f9f5fdd390cc · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Nguyen, Zhongliang Nie, Minh-Triet Tran, and Akihiro Sugimoto

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.932180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ae7e18fc-526f-4912-a012-645ce6b36307 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Vscode: General visual salient and camouflaged object detection with 2 D prompt learning

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.919804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5a7eaa66-ead3-489b-927d-9fdf40cb8648 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Simultaneously localize, segment and rank the camouflaged objects

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.906742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c27070ee-d3d1-4cef-bad1-8e427b5cf7d0 · outbound

This paper cites U EDG :uncertainty-edge dual guided camouflage object detection.

CGCOD: Class-Guided Camouflaged Object Detection U EDG :uncertainty-edge dual guided camouflage object detection

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.893275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ebb14168-f9d9-4e27-af4e-07a9e3c71bb9 · outbound

This paper cites Margolin, L.

CGCOD: Class-Guided Camouflaged Object Detection Margolin, L

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.880603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e538ee6f-e95b-40c4-b984-fcfb2da99ddb · outbound

This paper cites Camouflaged object segmentation with distraction mining.

CGCOD: Class-Guided Camouflaged Object Detection Camouflaged object segmentation with distraction mining

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.867706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6bd536e4-5c75-47de-828e-c6506b5b6331 · outbound

This paper cites Hiding in plain sight: a study on camouflage and habitat selection in a slow-moving desert herbivore.

CGCOD: Class-Guided Camouflaged Object Detection Hiding in plain sight: a study on camouflage and habitat selection in a slow-moving desert herbivore

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.854206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 938e01a5-c7c1-4794-8c21-d11b4ccedb12 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Zoom in and out: A mixed-scale triplet network for camouflaged object detection

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.838448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 940450fd-6a12-4f83-b20a-563cc5e32a59 · outbound

This paper cites Open-vocabulary camouflaged object segmentation.

CGCOD: Class-Guided Camouflaged Object Detection Open-vocabulary camouflaged object segmentation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.823627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 91c22453-d052-462d-b78e-d2a8fe3234c7 · outbound

This paper cites Animal camouflage analysis: Chameleon database.

CGCOD: Class-Guided Camouflaged Object Detection Animal camouflage analysis: Chameleon database

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.810098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 39204331-15dc-48cd-a79f-93e49aaf51b4 · outbound

This paper cites Camouflaged object detection for machine vision applications.

CGCOD: Class-Guided Camouflaged Object Detection Camouflaged object detection for machine vision applications

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.794879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8d173571-77c6-4469-8a76-7ff19ecc5b41 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Learning transferable visual models from natural language supervision

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T01:05:32.397258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8102ca92-cfe9-4552-b9a6-57aa091248e3 · outbound

This paper cites Visual semantic segmentation based on few/zero-shot learning: An overview.

CGCOD: Class-Guided Camouflaged Object Detection Visual semantic segmentation based on few/zero-shot learning: An overview

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.771188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 50c5c3aa-2254-4d4e-83a6-7dc0fd957f81 · outbound

This paper cites MM-CamObj: A Comprehensive Multimodal Dataset for Camouflaged Object Scenarios.

CGCOD: Class-Guided Camouflaged Object Detection MM-CamObj: A Comprehensive Multimodal Dataset for Camouflaged Object Scenarios

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-11T01:05:32.540728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 84386ecc-f53d-48bc-b253-b2eaddcf648b · outbound

This paper cites Application of an image and environmental sensor network for automated greenhouse insect pest monitoring.

CGCOD: Class-Guided Camouflaged Object Detection Application of an image and environmental sensor network for automated greenhouse insect pest monitoring

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.759329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 71af7fd3-9a45-4f03-baa1-48aba211a31c · outbound

This paper cites Fsnet: Focus scanning network for camouflaged object detection.

CGCOD: Class-Guided Camouflaged Object Detection Fsnet: Focus scanning network for camouflaged object detection

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.747202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 11eda1dc-6761-4897-b109-68269ea0410b · outbound

This paper cites Boundary-guided camouflaged object detection.

CGCOD: Class-Guided Camouflaged Object Detection Boundary-guided camouflaged object detection

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.735053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 044db335-dd51-4822-9c3d-a5be956e9680 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Frequency-spatial entanglement learning for camouflaged object detection

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.722963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 989098bd-8cf9-4a22-b5fc-9fa41c0dbfee · outbound

This paper cites LXMERT: Learning Cross-Modality Encoder Representations from Transformers.

CGCOD: Class-Guided Camouflaged Object Detection LXMERT: Learning Cross-Modality Encoder Representations from Transformers

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T01:05:32.427338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05a7f971-fc9e-4ab4-b189-aa0fa8785bde · outbound

This paper cites Contrastive grouping with transformer for referring image segmentation.

CGCOD: Class-Guided Camouflaged Object Detection Contrastive grouping with transformer for referring image segmentation

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.710684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1ea31295-57d4-41a2-a704-f010d3d6dd68 · outbound

This paper cites Pyramid vision transformer: A versatile backbone for dense prediction without convolutions.

CGCOD: Class-Guided Camouflaged Object Detection Pyramid vision transformer: A versatile backbone for dense prediction without convolutions

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.698355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f2f3d10e-2ce7-4158-87fe-f792a5b1251f · outbound

This paper cites Cris: Clip-driven referring image segmentation.

CGCOD: Class-Guided Camouflaged Object Detection Cris: Clip-driven referring image segmentation

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.685395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b79fff7e-17b1-4531-ad52-ba4fc865af3f · outbound

This paper cites Depth-aware concealed crop detection in dense agricultural scenes.

CGCOD: Class-Guided Camouflaged Object Detection Depth-aware concealed crop detection in dense agricultural scenes

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.672800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 554d71e9-4982-403e-96cd-7512ae5dbc98 · outbound

This paper cites F ^3 net: fusion, feedback and focus for salient object detection.

CGCOD: Class-Guided Camouflaged Object Detection F ^3 net: fusion, feedback and focus for salient object detection

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.660821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fa75bb2c-28cb-4678-a3f4-cd96f3a3f036 · outbound

This paper cites Side adapter network for open-vocabulary semantic segmentation.

CGCOD: Class-Guided Camouflaged Object Detection Side adapter network for open-vocabulary semantic segmentation

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.648413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ed066205-1db8-4de0-915a-e93ba5ed7825 · outbound

This paper cites Camoformer: Masked separable attention for camouflaged object detection.

CGCOD: Class-Guided Camouflaged Object Detection Camoformer: Masked separable attention for camouflaged object detection

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.635448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 36e85005-d1c8-4511-b52b-df83f1c99f64 · outbound

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

CGCOD: Class-Guided Camouflaged Object Detection Exploring deeper! segment anything model with depth perception for camouflaged object detection

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.620665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e34037d9-d8d2-4d91-b5d7-3fc69dec2001 · outbound

This paper cites Adaptive selection based referring image segmentation.

CGCOD: Class-Guided Camouflaged Object Detection Adaptive selection based referring image segmentation

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.607270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d49141c5-1e24-446b-8e3b-113df31539dd · outbound

This paper cites A bayesian approach to camouflaged moving object detection.

CGCOD: Class-Guided Camouflaged Object Detection A bayesian approach to camouflaged moving object detection

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.594462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 457d5694-6337-4026-bb56-296685602ac3 · outbound

This paper cites Collaborative camouflaged object detection: A large-scale dataset and benchmark.

CGCOD: Class-Guided Camouflaged Object Detection Collaborative camouflaged object detection: A large-scale dataset and benchmark

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.578130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 713f6033-40a9-499d-a699-65773c135736 · outbound

This paper cites Unlocking attributes' contribution to successful camouflage: A combined textual and visual analysis strategy.

CGCOD: Class-Guided Camouflaged Object Detection Unlocking attributes' contribution to successful camouflage: A combined textual and visual analysis strategy

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T01:05:32.564725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 44dcc7e6-4dc4-4e99-9e15-1f6fa078efc2 · outbound

This paper cites write newline.

CGCOD: Class-Guided Camouflaged Object Detection write newline

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T01:05:32.481698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4e5d4289-c9e6-4894-8361-d4e9941ea70b · inbound

Retrospective Memory for Camouflaged Object Detection cites this paper.

Retrospective Memory for Camouflaged Object Detection CGCOD: Class-Guided Camouflaged Object Detection

Reference 68

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:45:12.733700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.