camouflaged-object-detection

[CAAI AIR'24] Bilateral Reference for High-Resolution Dichotomous Image Segmentation

Adapting Meta AI's Segment Anything to Downstream Tasks with Adapters and Prompts

[ICCVW 2025] SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation

A curated list of awesome resources for camouflaged/concealed object detection (COD).

Concealed Object Detection (SINet-V2, IEEE TPAMI 2022). Code is implemented by PyTorch/Jittor frameworks.

PySODEvalToolkit: A Python-based Evaluation Toolbox for Salient Object Detection and Camouflaged Object Detection

Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection, CVPR 2022

Deep Gradient Network for Camouflaged Object Detection (MIR 2023). Our codebase supports PyTorch & Jittor & Huawei-Ascend platforms..

Official Code for 'Referring Camouflaged Object Detection (指向性伪装物体检测) ' (TPAMI 2025)

ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection (TPAMI 2024)

A benchmark for Salient Object Detection (SOD).

Code for the AAAI 2023 paper "Weakly-Supervised Camouflaged Object Detection with Scribble Annotations"

Camouflaged Object Detection

(ECCV 2024) Open-Vocabulary Camouflaged Object Segmentation

[ICCV'2025] LawDIS: Language-Window-based Controllable Dichotomous Image Segmentation

The cpp inference of BiRefNet based on Tensorrt.

Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration Network (PR@2022)

Frequency Representation Integration Network for Camouflaged Object Detection, MM2023

Multispectral dastaset for camouflage detection

(PR2022) CubeNet: X-shape Connection for Camouflage Object Detection.