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Paper Citation Record · LEDGER

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection

As of 16 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2501.06038.

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

pith.paper-citation-record.v1
2501.06038 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:12:13.974754Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

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Reference resolution

59 of 59 outbound references displayed

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External citation measurements

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Outbound references

Observation 769a2822-f454-4e08-8b8f-154e2b6fccc5 · outbound

This paper cites Frequency-tuned salient region detection.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Frequency-tuned salient region detection

Reference 1

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Observation db70efb2-54f7-4510-9eb7-54314e1baf3b · outbound

This paper cites Emerging properties in self-supervised vision transformers.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Emerging properties in self-supervised vision transformers

Reference 2

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Observation 63b8a013-5b53-40c0-b83e-b154bce738a4 · outbound

This paper cites Sam-adapter: Adapt- ing segment anything in underperformed scenes.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Sam-adapter: Adapt- ing segment anything in underperformed scenes

Reference 3

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Observation a878e131-3132-432f-8757-45a5bf7fba99 · outbound

This paper cites Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models

Reference 4

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Observation f363c61a-0536-4d55-97b4-2e0eab3a816c · outbound

This paper cites Out-of-candidate rectification for weakly supervised semantic segmentation.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Out-of-candidate rectification for weakly supervised semantic segmentation

Reference 5

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Observation 12d78094-7bca-40d6-916f-405c1da75cee · outbound

This paper cites Camouflage images.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Camouflage images

Reference 6

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Observation 9ecb09cd-023a-447a-9c99-5531dc0427a9 · outbound

This paper cites A weakly supervised learning framework for salient object detec- tion via hybrid labels.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection A weakly supervised learning framework for salient object detec- tion via hybrid labels

Reference 7

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Observation b055a001-ac27-4cb6-a360-0975f24cba6a · outbound

This paper cites A tutorial on the cross-entropy method.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection A tutorial on the cross-entropy method

Reference 8

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Observation 441338d2-f908-4fbd-9115-04de7fd959c4 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 9

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Observation ede3b925-29a0-4cd4-a4fc-c90379a17abb · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Structure- measure: A new way to evaluate foreground maps

Reference 10

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Observation 01978cb5-1ca7-4485-862b-ed6ec381c4f5 · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Enhanced-alignment measure for binary foreground map evaluation

Reference 11

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Observation 0ac21d54-9495-4e24-bf59-f7d97a1df453 · outbound

This paper cites Concealed 22 object detection.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Concealed 22 object detection

Reference 12

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Observation 12731caa-d0b8-406e-b53f-230373c74208 · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Cognitive vision inspired object segmentation metric and loss function

Reference 13

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Observation 58124e12-347c-4f3e-b3ad-03c14745f4c6 · outbound

This paper cites Camouflaged object detection.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Camouflaged object detection

Reference 14

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Observation b9e907e6-b88e-4e8f-9940-15feef85b122 · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Pranet: Parallel reverse attention network for polyp segmentation

Reference 15

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Observation 80ed9078-5547-427d-aa52-cf5c38e78337 · outbound

This paper cites Inf-net: Automatic covid-19 lung infection segmentation from ct images.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Inf-net: Automatic covid-19 lung infection segmentation from ct images

Reference 16

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Observation 0b104097-e98f-42cc-be74-8f9b928dc500 · outbound

This paper cites Weakly-supervised salient object detection using point supervision.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Weakly-supervised salient object detection using point supervision

Reference 17

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Observation 57b185d3-ce03-4bef-b7d9-b65d5c0406f6 · outbound

This paper cites Image editing by object-aware optimal boundary searching and mixed-domain composition.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Image editing by object-aware optimal boundary searching and mixed-domain composition

Reference 18

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Observation c3a8bd8c-ad4d-499e-9d98-71e18a175fe4 · outbound

This paper cites Box-based refinement for weakly supervised and unsupervised localization tasks.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Box-based refinement for weakly supervised and unsupervised localization tasks

Reference 19

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Observation 2c585faa-0620-4cf6-a5cb-9b4daf9cb43d · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Camouflaged object detection with feature decomposition and edge reconstruction

Reference 20

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Observation 6984fb17-c9e7-463a-8139-21360cdb98aa · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Weakly-supervised concealed object segmentation with sam-based pseudo labeling and multi-scale feature grouping

Reference 21

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Observation 8e08b43d-9599-4465-aece-02b1f79c5d76 · outbound

This paper cites Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects

Reference 22

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Observation 0f552663-7a77-459e-8e7f-1aa96a63e929 · outbound

This paper cites Deep residual learning for image recognition.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Deep residual learning for image recognition

Reference 23

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Observation 59556253-9f4d-4f50-a2c0-e66bb2d9c0f9 · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Weakly-supervised camouflaged object detection with scribble annotations

Reference 24

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Observation 823fe36b-ef4d-4a54-bcf8-bc74be6bde72 · outbound

This paper cites Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects

Reference 25

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Observation 9f5c55e5-65d6-4c16-b9cf-8ca53ec0390a · outbound

This paper cites Scribble-based boundary-aware network for weakly supervised salient object detection in remote sensing images.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Scribble-based boundary-aware network for weakly supervised salient object detection in remote sensing images

Reference 26

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Observation 16d50874-0133-4fad-82ca-f794cea2f5e3 · outbound

This paper cites The distribution of the flora in the alpine zone.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection The distribution of the flora in the alpine zone

Reference 27

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Observation 847ce8aa-86d9-4659-9265-a2ff4f28932a · outbound

This paper cites SAM Struggles in Concealed Scenes -- Empirical Study on Segment Anything.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection SAM Struggles in Concealed Scenes -- Empirical Study on Segment Anything

Reference 28

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Observation 6be95842-9e50-4366-883e-76ee3e7475ba · outbound

This paper cites Segment, magnify and reiterate: Detecting camouflaged objects the hard way.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Segment, magnify and reiterate: Detecting camouflaged objects the hard way

Reference 29

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Observation fb21c326-20ef-4bf1-9f80-57b26d00431e · outbound

This paper cites Distilling self- supervised vision transformers for weakly-supervised few-shot classification & segmentation.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Distilling self- supervised vision transformers for weakly-supervised few-shot classification & segmentation

Reference 30

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Observation 810dd90e-7f13-4702-b599-25aeb592e7d3 · outbound

This paper cites Segment Anything.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Segment Anything

Reference 31

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Observation b9b3458a-1f56-444f-859d-4e0147d081a5 · outbound

This paper cites Anabranch network for camouflaged object segmentation.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Anabranch network for camouflaged object segmentation

Reference 32

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Observation f852fdce-1a5c-45be-ab49-b4282750533d · outbound

This paper cites Weakly-supervised salient object detection on light fields.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Weakly-supervised salient object detection on light fields

Reference 33

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Observation 73497207-ac39-41a5-a274-d322423aa4c3 · outbound

This paper cites A metaheuristic-based approach to optimizing color design for military camouflage using particle swarm optimization.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection A metaheuristic-based approach to optimizing color design for military camouflage using particle swarm optimization

Reference 34

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Observation e9306b4e-ea59-4a5a-af1b-278e60347553 · outbound

This paper cites Poolnet+: Exploring the potential of pooling for salient object detection.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Poolnet+: Exploring the potential of pooling for salient object detection

Reference 35

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Observation a0bc47e5-e325-4209-91c0-310794865b15 · outbound

This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 36

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Observation 126a18b5-e951-40ef-8e1d-6b8ef9d19b56 · outbound

This paper cites Mscaf-net: a general framework for camouflaged object detection via learning multi-scale context-aware features.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Mscaf-net: a general framework for camouflaged object detection via learning multi-scale context-aware features

Reference 37

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Observation 3e3b17b3-9747-429f-ba3c-66fe76565ba0 · outbound

This paper cites Fixing weight decay regularization in adam.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Fixing weight decay regularization in adam

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Observation 7c42db2f-3de2-4bc4-a269-1e500eaa6080 · outbound

This paper cites Weakly-supervised Contrastive Learning for Unsupervised Object Discovery.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Weakly-supervised Contrastive Learning for Unsupervised Object Discovery

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Observation 39dbf1d1-0905-44c5-880b-ca38d0de6722 · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Simultaneously localize, segment and rank the camouflaged objects

Reference 40

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Observation 249fd86e-5f5b-4d6e-9ebf-c8c0ec8b6664 · outbound

This paper cites Boosting broader receptive fields for salient object detection.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Boosting broader receptive fields for salient object detection

Reference 41

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Observation f5210f1f-3504-4206-a7d3-f98fb7865687 · outbound

This paper cites How to evaluate foreground maps? In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pages 248–255, 2014.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection How to evaluate foreground maps? In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pages 248–255, 2014

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Observation 6fb959f9-e72a-4abc-9d9c-8a0ae44b4ff4 · outbound

This paper cites Deeproadmapper: Extract- ing road topology from aerial images.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Deeproadmapper: Extract- ing road topology from aerial images

Reference 43

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Observation cbd1e72c-624c-4620-8acb-727aa9f40b98 · outbound

This paper cites Camouflaged object segmentation with distraction mining.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Camouflaged object segmentation with distraction mining

Reference 44

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Observation 7948b517-0ace-49ac-b33d-b3ccc88fa6f5 · outbound

This paper cites Discriminative sampling of proposals in self-supervised transformers for weakly supervised object localization.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Discriminative sampling of proposals in self-supervised transformers for weakly supervised object localization

Reference 45

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Observation 5d669e9c-8690-4852-95a8-272173131478 · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Zoom in and out: A mixed-scale triplet network for camouflaged object detec- tion

Reference 46

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Observation 404ac2af-960b-4da6-a1cf-47896bddde5f · outbound

This paper cites Saliency filters: Contrast based filtering for salient region detection.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Saliency filters: Contrast based filtering for salient region detection

Reference 47

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Observation 9b6dde13-eaaa-438f-a5cb-7f05f39e491d · outbound

This paper cites Early evolution and ecology of camouflage in insects.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Early evolution and ecology of camouflage in insects

Reference 48

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Observation ea0e22e7-aa57-476f-94dc-3ae662546161 · outbound

This paper cites Mfnet: Multi-filter direc- tive network for weakly supervised salient object detection.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Mfnet: Multi-filter direc- tive network for weakly supervised salient object detection

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Observation 3d3ec15a-1842-4a1c-8d09-0249fbdfa59f · outbound

This paper cites Basnet: Boundary-aware salient object detection.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Basnet: Boundary-aware salient object detection

Reference 50

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Observation 3fdecc3d-fba4-4eec-8539-10d72b1d5061 · outbound

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

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Learning transferable visual models from natural language supervision

Reference 51

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Observation 943cb0f6-c86f-4a2c-810f-a31a1fa09880 · outbound

This paper cites Optimizing intersection-over-union in deep 25 neural networks for image segmentation.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Optimizing intersection-over-union in deep 25 neural networks for image segmentation

Reference 52

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Observation 695fd180-91ca-4c48-a665-70ac20638016 · outbound

This paper cites Semantic segmentation using foundation models for cultural heritage: an experimental study on notre-dame de paris.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Semantic segmentation using foundation models for cultural heritage: an experimental study on notre-dame de paris

Reference 53

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Observation 23858b86-46cf-4aa2-9490-3958721a18df · outbound

This paper cites Boundary-enhanced co- training for weakly supervised semantic segmentation.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Boundary-enhanced co- training for weakly supervised semantic segmentation

Reference 54

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Observation 7688fcbe-7508-4ad2-8777-9598bdae3562 · outbound

This paper cites Token contrast for weakly- supervised semantic segmentation.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Token contrast for weakly- supervised semantic segmentation

Reference 55

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Observation 2bf836a0-1157-4ed7-bea8-6ad4933dc3a7 · outbound

This paper cites Imagenet large scale visual recognition challenge.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Imagenet large scale visual recognition challenge

Reference 56

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source=pdf_text observed=2026-08-10T21:12:13.874753Z digest=sha256:ec723db6b4cb5a98482cb0f7aa746ab609c03b3e9b400366c894237369783b72

Observation fc81c06b-87ab-4176-bcb4-119f424ecd42 · outbound

This paper cites Application of an image and environmental sensor network for automated greenhouse insect pest monitoring.Journal of Asia-Pacific Entomology, 23(1):17–28, 2020.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Application of an image and environmental sensor network for automated greenhouse insect pest monitoring.Journal of Asia-Pacific Entomology, 23(1):17–28, 2020

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Observation 02849eac-4d90-4d91-ac88-741f2e80ef55 · outbound

This paper cites Similarity maps for self-training weakly- supervised phrase grounding.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection Similarity maps for self-training weakly- supervised phrase grounding

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Observation 13c64e38-2859-4455-b351-b67f34e1f291 · outbound

This paper cites What does CLIP know about a red circle? Visual prompt engineering for VLMs.

A Holistically Point-guided Text Framework for Weakly-Supervised Camouflaged Object Detection What does CLIP know about a red circle? Visual prompt engineering for VLMs

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