OpenCodePapers
camouflaged-object-segmentation-on-cod
Salient Object Detection
Camouflaged Object Segmentation
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Paper
Code
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ModelName
ReleaseDate
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Beyond Appearance: Camouflaged Object Detection via Geometric Structure
✓ Link
0.92
0.867
0.014
DepthSAM-L 512x512
2026-06-03
Bilateral Reference for High-Resolution Dichotomous Image Segmentation
✓ Link
0.913
0.874
0.014
BiRefNet
2024-01-07
FOCUS: Towards Universal Foreground Segmentation
✓ Link
0.910
0.883
0.013
FOCUS
2025-01-09
ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection
✓ Link
0.898
0.838
0.017
ZoomNeXt-PVTv2-B4
2023-10-31
ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection
✓ Link
0.898
0.827
0.018
ZoomNeXt-PVTv2-B5
2023-10-31
Iterative Refinement of Semantic and Spatial Representations for Open-Vocabulary Camouflaged Object Segmentation
0.898
0.832
0.019
ISSR
2026-09-08
ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection
✓ Link
0.861
0.768
0.026
ZoomNeXt-ResNet-50
2023-10-31
Explicit Visual Prompting for Low-Level Structure Segmentations
✓ Link
0.843
0.742
0.029
EVPv1
2023-03-20
Explicit Visual Prompting for Universal Foreground Segmentations
✓ Link
0.843
0.746
0.029
EVPv2
2023-05-29
Concealed Object Detection
✓ Link
0.771
0.551
0.051
SINet*
2021-02-20
Cascaded Partial Decoder for Fast and Accurate Salient Object Detection
✓ Link
0.747
0.508
0.059
CPD
2019-04-18
EGNet: Edge Guidance Network for Salient Object Detection
✓ Link
0.737
0.509
0.056
EGNet
2019-10-01
BASNet: Boundary-Aware Salient Object Detection
✓ Link
0.685
0.352
0.092
BASNet
2019-06-01
Camouflaged Object Detection
✓ Link
0.685
0.352
0.092
SINet
2020-06-01
Frequency Director: Learnable Mixture of Frequency Experts for Unified Concealed Scene Segmentation
0.8166
FreqDirect (Swin-L)
2026-09-08
NUN: Nested Unfolding Network for Real-World Concealed Object Segmentation
✓ Link
0.014
NUN (DINOv2-L)
2026-09-08
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