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Awesome-Camouflaged-Object-Detection

A list of camouflaged object detection papers, codes and datasets.

In this repository, we mainly focus on deep learning based Camouflaged Object Detection (COD) methods. We hope this repo. can help you to better understand COD in the deep learning era.

Camouflaged Object Detection

2023

No. Pub. Title Links
01 WACV MFFN: Multi-view Feature Fusion Network for Camouflaged Object Detection Paper/Code
02 TIP FSNet: Focus Scanning Network for Camouflaged Object Detection Paper/Code
03 TIP Nowhere to Disguise: Spot Camouflaged Objects via Saliency Attribute Transfer Paper/Code
04 TIP Predictive Uncertainty Estimation for Camouflaged Object Detection Paper/Code
05 TCDS Toward Accurate Camouflaged Object Detection With In-Layer Information Enhancement and Cross-Layer Information Aggregation Paper/Code
06 TCSVT MSCAF-Net: A General Framework for Camouflaged Object Detection via Learning Multi-Scale Context-Aware Features Paper/Code
07 TCSVT Go Closer To See Better: Camouflaged Object Detection via Object Area Amplification and Figure-ground Conversion Paper/Code
08 TETCI A Cross-Level Interaction Network Based on Scale-Aware Augmentation for Camouflaged Object Detection Paper/Code
09 AAAI Weakly-Supervised Camouflaged Object Detection with Scribble Annotations Paper/Code
10 MIR Deep Gradient Learning for Efficient Camouaged Object Detection Paper/Code
11 ICME CFANet: A Cross-layer Feature Aggregation Network for Camouflaged Object Detection Paper/Code
12 CVPR Camouflaged Object Detection with Feature Decomposition and Edge Reconstruction Paper/Code
13 CVPR Feature Shrinkage Pyramid for Camouflaged Object Detection with Transformers Paper/Code
14 arxiv CamoFormer: Masked Separable Attention for Camouflaged Object Detection Paper/Code

2022

No. Pub. Title Links
01 CVPR Zoom in and Out: A Mixed-Scale Triplet Network for Camouflaged Object Detection Paper/Code
02 CVPR Segment, Magnify and Reiterate Detecting Camouflaged Objects the Hard Way Paper/Code
03 CVPR Detecting Camouflaged Object in Frequency Domain Paper/Code
04 ECCV OSFormer: One-Stage Camouflaged Instance Segmentation with Transformers Paper/Code
05 AAAI I can find you! Boundary-guided Separated Attention Network for Camouflaged Object Detection Paper/Code
06 ACM MMA Improving Camouflaged Object Detection with the Uncertainty of Pseudo-edge Labels Paper/Code
07 KBS Boundary-guided network for camouflaged object detection Paper/Code
08 PR Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network Paper/Code
09 PR CubeNet: X-shape connection for camouflaged object detection Paper/Code
10 Arxiv Boosting Camouflaged Object Detection with Dual-Task Interactive Transformer Paper/Code
11 Arxiv Towards Deeper Understanding of Camouflaged Object Detection Paper/Code
12 Arxiv High-resolution Iterative Feedback Network for Camouflaged Object Detection Paper/Code
13 TCSVT Camouflaged Object Detection via Context-Aware Cross-Level Fusion Paper/Code
14 CVPR Can You Spot the Chameleon? Adversarially Camouflaging Images from Co-Salient Object Detection Paper/Code
15 TIE D2C-Net: A Dual-Branch, Dual-Guidance and Cross-Refine Network for Camouflaged Object Detection Paper/Code
16 TMM Deep Texton-Coherence Network for Camouflaged Object Detection Paper/Code
17 TIP Feature Aggregation and Propagation Network for Camouflaged Object Detection Paper/Code
18 IJCAI Boundary-Guided Camouflaged Object Detection Paper/Code
19 Arxiv CamoFormer: Masked Separable Attention for Camouflaged Object Detection Paper/Code

2021

No. Pub. Title Links
01 CVPR Mutual Graph Learning for Camouflaged Object Detection Paper/Code
02 CVPR Uncertainty-aware Joint Salient Object and Camouflaged Object Detection Paper/Code
03 CVPR Camouflaged Object Segmentation With Distraction Mining Paper/Code
04 CVPR Simultaneously Localize, Segment and Rank the Camouflaged Objects Paper/Code
05 ICCV Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection Paper/Code
06 MICCAI PraNet: Parallel Reverse Attention Network for Polyp Segmentation Paper/Code
07 IJCAI Context-aware Cross-level Fusion Network for Camouflaged Object Detection Paper/Code
08 AAAI Inferring Camouflaged Objects by Texture-Aware Interactive Guidance Network Paper/Code
09 TPAMI Concealed Object Detection Paper/Code
10 TCSVT Deep Texture-Aware Features for Camouflaged Object Detection Paper/Code
11 IMVIS Boundary guidance network for camouflage object detection Paper/Code
12 ACCESS MirrorNet: Bio-Inspired Camouflaged Object Segmentation Paper/Code
13 Arxiv Accurate Camouflaged Object Detection via Mixture Convolution and Interactive Fusion Paper/Code
14 Arxiv Confidence-Aware Learning for Camouflaged Object Detection Paper/Code
15 Arxiv Depth-Guided Camouflaged Object Detection Paper/Code

2020

No. Pub. Title Links
01 CVPR Camouflaged Object Detection Paper/Code
02 Arxiv Betrayed by Motion: Camouflaged Object Discovery via Motion Segmentation Paper/Code

2019

No. Pub. Title Links
01 CVIU Anabranch network for camouflaged object segmentation Paper/Code

Traditional methods

No. Pub. Title Links
01 ICIP RGBD co-saliency detection via multiple kernel boosting and fusion Paper/Code
02 CVIU Convexity-Based Visual Camouflage Breaking Paper/Code

Video Camouflaged Object Detection

2022

No. Pub. Title Links
01 CVPR Implicit Motion Handling for Video Camouflaged Object Detection Paper/Code

Evaluation tools

The COD dataset download

AI Conference Deadlines

Realted AI Conference deadline
Realted AI Conference Accepted Rate

Reference

SOD