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

• MATLAB
• PYTHON

The COD dataset download

• 2D SOD datasets (Baidu) [code:q5e4] or (Google)
• Video COD datasets download.

AI Conference Deadlines

Realted AI Conference deadline
Realted AI Conference Accepted Rate

Reference

SOD