Concealed Object Detection on NC4K
2.3MBiRefNet
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BiRefNet2024.01 | 2.3 | 91.4 | 89.4 | 90.9 | 95.3 | 96 | — | — | — | — | — | — | — | — | — | |
| FSPNet232024.01 | 3.5 | 87.9 | 81.6 | 84.3 | 91.5 | 93.7 | — | — | — | — | — | — | — | — | — | |
| FSPNet2023.03 | 3.5 | 87.9 | — | — | — | — | — | 81.6 | 92.3 | 91.5 | 93.7 | 82.6 | 84.3 | 85.9 | — | |
| HitNet232024.01 | 3.7 | 87.5 | 83.4 | 85.3 | 92.6 | 92.9 | — | — | — | — | — | — | — | — | — | |
| ZoomNet222024.01 | 4.3 | 85.3 | 78.4 | 81.8 | 89.6 | 91.2 | — | — | — | — | — | — | — | — | — | |
| ZoomNetYear=2022, Original Task=Camouflaged Object Detection2023.03 | 4.3 | 85.3 | — | — | — | — | — | 78.4 | 90.4 | 89.6 | 91.2 | 81.4 | 81.8 | 82.8 | — | |
| BGNet222024.01 | 4.4 | 85.1 | 78.8 | 82 | 90.7 | 91.6 | — | — | — | — | — | — | — | — | — | |
| FEDER232024.01 | 4.4 | 84.7 | 78.9 | 82.4 | 90.7 | 91.5 | — | — | — | — | — | — | — | — | — | |
| BGNetYear=2022, Original Task=Camouflaged Object Detection2023.03 | 4.4 | 85.1 | — | — | — | — | — | 78.8 | 91.1 | 90.7 | 91.6 | 81.3 | 82 | 83.3 | — | |
| OCE-NetYear=2022, Original Task=Camouflaged Object Detection2023.03 | 4.5 | 85.3 | — | — | — | — | — | 78.5 | 90.4 | 90.3 | 91.3 | 81.2 | 81.8 | 83.1 | — | |
| SegMaR222024.01 | 4.6 | 84.1 | 78.1 | 82 | 89.6 | 90.7 | — | — | — | — | — | — | — | — | — | |
| UJSCYear=2021, Original Task=Camouflaged Object Detection2023.03 | 4.7 | 84.2 | — | — | — | — | — | 77.1 | 90.3 | 89.8 | 90.7 | 80.3 | 80.6 | 81.6 | — | |
| SINetv2_222024.01 | 4.8 | 84.7 | 77 | 80.5 | 90.3 | 91.4 | — | — | — | — | — | — | — | — | — | |
| SLSRYear=2021, Original Task=Camouflaged Object Detection2023.03 | 4.8 | 84 | — | — | — | — | — | 76.6 | 90.2 | 89.5 | 90.7 | 80.2 | 80.4 | 81.5 | — | |
| BSA-NetYear=2022, Original Task=Camouflaged Object Detection2023.03 | 4.8 | 84.1 | — | — | — | — | — | 77.1 | 90.3 | 89.7 | 90.8 | 80.5 | 80.8 | 81.7 | — | |
| SINet-v2Year=2022, Original Task=Camouflaged Object Detection2023.03 | 4.8 | 84.7 | — | — | — | — | — | 77 | 89.8 | 90.3 | 91.4 | 79.2 | 80.5 | 82.3 | — | |
| C2FNetYear=2021, Original Task=Camouflaged Object Detection2023.03 | 4.9 | 83.8 | — | — | — | — | — | 76.2 | 89.8 | 89.7 | 90.4 | 78.8 | 79.5 | 81 | — | |
| VSTYear=2021, Original Task=Salient Object Detection2023.03 | 5 | 83.1 | — | — | — | — | — | 73.2 | 88.7 | 87.7 | 90.1 | 75.8 | 77.1 | 79.2 | — | |
| MGL-RYear=2021, Original Task=Camouflaged Object Detection2023.03 | 5.2 | 83.3 | — | — | — | — | — | 74 | 88.9 | 86.7 | 89.3 | 77.8 | 78.2 | 80 | — | |
| UGTRYear=2021, Original Task=Camouflaged Object Detection2023.03 | 5.2 | 83.9 | — | — | — | — | — | 74.7 | 88.6 | 87.5 | 89.9 | 77.8 | 78.7 | 80.7 | — | |
| Rank-Netvariant=full_cod2021.03 | 5.3 | — | — | 77.9 | — | 88.3 | 83.9 | — | — | — | — | — | — | — | — | |
| PFNetYear=2021, Original Task=Camouflaged Object Detection2023.03 | 5.3 | 82.9 | — | — | — | — | — | 74.5 | 89.2 | 88.8 | 89.8 | 77.9 | 78.4 | 79.9 | — | |
| UCNet2021.03 | 5.5 | — | — | 77.7 | — | 87.2 | 81.3 | — | — | — | — | — | — | — | — | |
| UCNetYear=2020, Original Task=Salient Object Detection2023.03 | 5.5 | 81.1 | — | — | — | — | — | 72.9 | 88.3 | 87.1 | 88.6 | 77.6 | 77.5 | 78.2 | — | |
| SINet2021.03 | 5.7 | — | — | 77.2 | — | 87.3 | 81 | — | — | — | — | — | — | — | — | |
| SINet202024.01 | 5.8 | 80.8 | 72.3 | 76.9 | 87.1 | 88.3 | — | — | — | — | — | — | — | — | — | |
| SINetYear=2020, Original Task=Camouflaged Object Detection2023.03 | 5.8 | 80.8 | — | — | — | — | — | 72.3 | 88.2 | 87.1 | 88.3 | 76.8 | 76.9 | 77.5 | — | |
| SCRN2021.03 | 5.9 | — | — | 75.9 | — | 85.5 | 83.2 | — | — | — | — | — | — | — | — | |
| SCRNYear=2019, Original Task=Salient Object Detection2023.03 | 5.9 | 83 | — | — | — | — | — | 69.8 | 86.4 | 85.4 | 89.7 | 74.4 | 75.7 | 79.3 | — | |
| CSNet2021.03 | 6.1 | — | — | 74.8 | — | 84.5 | 81.9 | — | — | — | — | — | — | — | — | |
| ITSD2021.03 | 6.4 | — | — | 72.9 | — | 84.5 | 81.1 | — | — | — | — | — | — | — | — | |
| ITSDYear=2020, Original Task=Salient Object Detection2023.03 | 6.4 | 81.1 | — | — | — | — | — | 68 | 85.5 | 84.5 | 88.3 | 71.7 | 72.9 | 76.2 | — | |
| EGNet2021.03 | 6.7 | — | — | 71.8 | — | 83 | 79.6 | — | — | — | — | — | — | — | — | |
| F3Net2021.03 | 6.9 | — | — | 70.6 | — | 82.5 | 78.2 | — | — | — | — | — | — | — | — | |
| F3NetYear=2020, Original Task=Salient Object Detection2023.03 | 7 | 78 | — | — | — | — | — | 65.6 | 85.3 | 82.4 | 84.5 | 71 | 70.5 | 71.9 | — | |
| CPD2021.03 | 7.1 | — | — | 70.8 | — | 81 | 79 | — | — | — | — | — | — | — | — | |
| PoolNet2021.03 | 7.3 | — | — | 69.9 | — | 81.4 | 78.5 | — | — | — | — | — | — | — | — | |
| EGNetYear=2019, Original Task=Salient Object Detection2023.03 | 7.7 | 76.7 | — | — | — | — | — | 62.6 | 84.2 | 79.3 | 85 | 70.3 | 68.9 | 71.9 | — | |
| NLDF2021.03 | 8.3 | — | — | 65.7 | — | 74.8 | 73.8 | — | — | — | — | — | — | — | — | |
| PiCANet2021.03 | 8.8 | — | — | 63.9 | — | 77.3 | 75.8 | — | — | — | — | — | — | — | — | |
| CSNetYear=2020, Original Task=Salient Object Detection2023.03 | 8.8 | 75 | — | — | — | — | — | 60.3 | 81.2 | 77.3 | 79.3 | 67.2 | 65.5 | 66.9 | — | |
| SSAL2021.03 | 9.2 | — | — | 64.7 | — | 77.8 | 69.9 | — | — | — | — | — | — | — | — | |
| CPDYear=2019, Original Task=Salient Object Detection2023.03 | 9.2 | 71.7 | — | — | — | — | — | 55.1 | 80.8 | 72.4 | 79.3 | 66 | 59.7 | 63.8 | — | |
| SSALYear=2020, Original Task=Salient Object Detection2023.03 | 9.3 | 69.9 | — | — | — | — | — | 56.1 | 80.5 | 78 | 81.2 | 65.3 | 64.4 | 65.4 | — | |
| BASNet2021.03 | 9.4 | — | — | 61.3 | — | 76.1 | 69.8 | — | — | — | — | — | — | — | — | |
| BASNetYear=2019, Original Task=Salient Object Detection2023.03 | 9.5 | 69.5 | — | — | — | — | — | 54.6 | 78.4 | 76.2 | 78.6 | 61.8 | 61 | 61.7 | — | |
| EVPParams (M)=64.522023.11 | — | 87.4 | — | — | 93.3 | — | — | — | — | — | — | — | — | — | 85.5 | |
| FEDERParams (M)=44.132023.11 | — | 84.7 | — | — | 91.5 | — | — | — | — | — | — | — | — | — | 83.3 | |
| SegMaRParams (M)=56.212023.11 | — | 84.1 | — | — | 90.7 | — | — | — | — | — | — | — | — | — | 82.7 | |
| UJSCParams (M)=121.632023.11 | — | 85.6 | — | — | 92 | — | — | — | — | — | — | — | — | — | 83.5 | |
| VSCode-SParams (M)=74.722023.11 | — | 89.1 | — | — | 94.4 | — | — | — | — | — | — | — | — | — | 87.8 | |
| VSCode-TParams (M)=54.092023.11 | — | 87.4 | — | — | 93 | — | — | — | — | — | — | — | — | — | 85.3 |