COD

Survey

• https://github.com/visionxiang/awesome-camouflaged-object-detection
• https://github.com/GewelsJI/SINet-V2/blob/main/AWESOME_COD_LIST.md

Methods

• CFF-KDNet: Cross-scale feature fusion network with knowledge distillation for camouflaged object detection, ESWA, 2025
• VSCode-V2: Dynamic Prompt Learning for General Visual Salient and Camouflaged Object Detection With Two-Stage Optimization, TPAMI, 2025
• UTNet: A UNet-like Transformer Network for Camouflaged Object Detection, TMM, CODE, 2025
• HUNTNet: Homomorphic Unified Nexus Topology for Camouflaged Object Detection, TIP, CODE, 2025
• UpGen: Unleashing Potential of Foundation Models for Training-Free Camouflage Detection via Generative Models, TIP, [CODE], 2025
• FMNet: Frequency-Assisted Mamba-Like Linear Attention Network for Camouflaged Object Detection, Arxiv, CODE, 2025
• UAT: Uncertainty-Aware Transformer for Referring Camouflaged Object Detection, TIP, CODE, 2025
• SAM-COD+: SAM-Guided Unified Framework for Weakly-Supervised Camouflaged Object Detection, TCSVT, [CODE], 2025
• Multi-level cross-knowledge fusion with edge guidance for camouflaged object detection, KBS, [CODE], 2025
• Uncertainty-Guided Diffusion Model for Camouflaged Object Detection, TMM, [CODE], 2025
• MM-CamObj: A Comprehensive Multimodal Dataset for Camouflaged Object Scenarios. AAAI,CODE, 2025
• CoNet: A Consistency-Oriented Network for Camouflaged Object Segmentation. TCSVT, [CODE], 2025
• MiNet: Weakly-Supervised Camouflaged Object Detection through Mutual Interaction between Region and Edge Cues, ACM MM, [CODE], 2024
• ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection, TPAMI, CODE, 2024
• MVGNet: A Universal Multi-View Guided Network for Salient Object and Camouflaged Object Detection. TCSVT, CODE, 2024
• VSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt Learning, CVPR/CODE, 2024
• SINet, SINetV2, Link
  • SINet: Camouflaged Object Detection, CVPR, CODE, 2020
  • SINetV2: Concealed Object Detection, TPAMI, CODE, 2022
• BGNet: Boundary-Guided Camouflaged Object Detection, IJCAI, CODE, 2022
• PFNEt: Camouflaged object segmentation with distraction mining, CVPR, CODE, 2021
• S-MGL: Mutual graph learning for camouflaged object detection, CVPR, CODE, 2021
• C2FNet: Context-aware cross-level fusion network for camouflaged object detection, IJCAI, CODE, 2021
• LSR: Towards deeper understanding of camouflaged object detection, TCSVT, CODE, 2021

Fig 1. COD v.s. SOD [image from USCNet].