Video Camouflaged Object Detection on CAD (test)
64.7mDiceCamoSAM2
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CamoSAM2Input=Video2025.04 | 64.7 | — | — | — | 65.2 | — | — | 54.3 | 77.4 | 85.2 | 0.018 | — | |
| ZoomNeXtBackbone=PVTv2-B5, T=5, FPS=26.454, Param.=84.776M2023.10 | 59.9 | 75.7 | — | 86.5 | 59.3 | 0.02 | 63.1 | 51 | — | — | — | — | |
| SAM-PMInput=Video2025.04 | 59.4 | — | — | — | 60.2 | — | — | 49.3 | 72.9 | 74.6 | 0.018 | — | |
| ZoomNeXtBackbone=PVTv2-B5, T=7, FPS=30.292, Param.=84.778M2023.10 | 59.1 | 75.1 | — | 83.7 | 58.3 | 0.02 | 61.8 | 50.5 | — | — | — | — | |
| OursTraining Set=YUV20K2026.04 | 57.8 | 77.5 | 58.2 | 83 | — | — | — | 50.5 | — | — | 0.017 | 56.9 | |
| ZoomNextTraining Set=YUV20K2026.04 | 57.7 | 77.5 | 56.9 | 81.5 | — | — | — | 50.3 | — | — | 0.018 | 56.5 | |
| ZoomNeXtBackbone=PVTv2-B5, T=3, FPS=23.207, Param.=84.775M2023.10 | 57.1 | 74.1 | — | 84.9 | 56.5 | 0.021 | 59.8 | 48.7 | — | — | — | — | |
| TSP-SAMInput=Video2025.04 | 54.3 | — | — | — | 52.4 | — | — | 43.8 | 70.4 | 91.2 | 0.028 | — | |
| MAPIInput=Video2025.04 | 53 | — | — | — | 51.3 | — | — | 41.3 | 70.9 | 82.4 | 0.029 | — | |
| ZoomNeXtBackbone=PVTv2-B5, T=1, FPS=11.741, Param.=84.774M2023.10 | 52.3 | 72.1 | — | 75.9 | 52.5 | 0.024 | 56.7 | 43.6 | — | — | — | — | |
| EMIPTraining Set=YUV20K2026.04 | 51.8 | 72.5 | 53.3 | 83.9 | — | — | — | 40.5 | — | — | 0.03 | 48.3 | |
| HGINetInput=Image2025.04 | 50.1 | — | — | — | 43.7 | — | — | 39.2 | 68 | 82.1 | 0.05 | — | |
| PUENetInput=Image2025.04 | 49.9 | — | — | — | 42.7 | — | — | 38.9 | 67.3 | 80.3 | 0.034 | — | |
| SLT-Net-STTraining Set=YUV20K2026.04 | 49.9 | 72 | 49.2 | 80.6 | — | — | — | 39.8 | — | — | 0.039 | 44.5 | |
| STL-Net-LTBackbone=PVTv2-B5, FPS=6.488, Param.=82.303M2023.10 | 49.3 | 69.6 | — | 84.5 | 48.1 | 0.03 | 52.4 | 40.2 | — | — | — | — | |
| SLT-NetInput=Video2025.04 | 49.3 | — | — | — | 48.1 | — | — | 40.1 | 69.6 | 84.5 | 0.03 | — | |
| STL-Net-STBackbone=PVTv2-B5, Param.=82.383M2023.10 | 48.4 | 69.6 | — | 82.7 | 47.1 | 0.031 | 51.5 | 39.2 | — | — | — | — | |
| IMEXInput=Video2025.04 | 46.9 | — | — | — | 45.2 | — | — | 37 | 68.4 | 81.3 | 0.033 | — | |
| SAM2-adapterInput=Image2025.04 | 44.2 | — | — | — | 38.7 | — | — | 32.9 | 65 | 74.6 | 0.043 | — | |
| FSELInput=Image2025.04 | 43.4 | — | — | — | 36.8 | — | — | 32.5 | 64.9 | 73.2 | 0.053 | — | |
| SINet-V2Backbone=Res2Net-50, FPS=38.307, Param.=26.976M2023.10 | 41.3 | 65.3 | — | 76.2 | 38.2 | 0.039 | 43.2 | 31.8 | — | — | — | — | |
| PNS-NetInput=Video2025.04 | 40.9 | — | — | — | 36.9 | — | — | 30.8 | 67.8 | 72 | 0.043 | — | |
| BASNetBackbone=ResNet-50, FPS=37.361, Param.=87.060M2023.10 | 39.3 | 63.9 | — | 77.3 | 34.9 | 0.054 | 39.4 | 29.3 | — | — | — | — | |
| BASNetInput=Image2025.04 | 39.3 | — | — | — | 34.9 | — | — | 29.3 | 63.9 | 77.3 | 0.054 | — | |
| PNS-NetBackbone=ResNet-50, FPS=142.889, Param.=26.874M+2023.10 | 38.4 | 65.5 | — | 67.3 | 32.5 | 0.048 | 41.7 | 29 | — | — | — | — | |
| SINetBackbone=ResNet-50, FPS=56.509, Param.=48.947M2023.10 | 38.1 | 63.6 | — | 77.5 | 34.6 | 0.041 | 39.5 | 28.3 | — | — | — | — | |
| PraNetBackbone=ResNet-50, FPS=41.886, Param.=32.547M2023.10 | 37.8 | 62.9 | — | 76.3 | 35.2 | 0.042 | 39.7 | 29 | — | — | — | — | |
| PraNetInput=Image2025.04 | 37.8 | — | — | — | 35.2 | — | — | 29 | 62.9 | 76.3 | 0.042 | — | |
| MGBackbone=VGG-style CNN, FPS=272.948, Param.=4.766M2023.10 | 36.8 | 59.4 | — | 69.2 | 33.6 | 0.059 | 37.5 | 26.8 | — | — | — | — | |
| MGInput=Video2025.04 | 36.8 | — | — | — | 33.6 | — | — | 26.8 | 59.4 | 69.1 | 0.059 | — | |
| FEDERNetInput=Image2025.04 | 36.1 | — | — | — | 23.3 | — | — | 30.1 | 60.4 | 72.5 | 0.061 | — | |
| ZoomNetInput=Image2025.04 | 34.5 | — | — | — | 23.5 | — | — | 26.5 | 66.1 | 66.6 | 0.089 | — | |
| CPDBackbone=ResNet-50, FPS=43.71, Param.=47.851M2023.10 | 33 | 62.2 | — | 66.7 | 28.9 | 0.049 | 35.7 | 23.9 | — | — | — | — | |
| EGNetBackbone=ResNet-50, FPS=5.682, Param.=111.693M2023.10 | 32.4 | 61.9 | — | 66.6 | 29.8 | 0.044 | 35 | 24.3 | — | — | — | — | |
| EGNetInput=Image2025.04 | 32.4 | — | — | — | 29.8 | — | — | 24.3 | 61.9 | 66.6 | 0.044 | — | |
| BGNetInput=Image2025.04 | 32 | — | — | — | 24 | — | — | 23.8 | 65.1 | 62.5 | 0.077 | — | |
| FSPNetInput=Image2025.04 | 31.5 | — | — | — | 22.4 | — | — | 23.5 | 60.9 | 66.4 | 0.056 | — | |
| RCRNetBackbone=ResNet-50, FPS=58.132, Param.=53.790M2023.10 | 30.9 | 62.7 | — | 66.6 | 28.7 | 0.048 | 32.8 | 22.9 | — | — | — | — | |
| RCRNetInput=Video2025.04 | 30.9 | — | — | — | 28.7 | — | — | 22.9 | 62.7 | 66.6 | 0.048 | — | |
| SINetInput=Image2025.04 | 28.9 | — | — | — | 20.4 | — | — | 20.9 | 60.1 | 58.9 | 0.089 | — | |
| SINet-v2Input=Image2025.04 | 17 | — | — | — | 18.1 | — | — | 11 | 54.4 | 54.6 | 0.049 | — | |
| MGParams (M)=null2023.11 | — | 60.8 | 37.8 | 67.3 | — | — | — | — | — | — | — | — | |
| PNS-NetParams (M)=26.872023.11 | — | 67.1 | 47.3 | 78.7 | — | — | — | — | — | — | — | — | |
| RCRNetParams (M)=53.792023.11 | — | 66.4 | 40.5 | 78.6 | — | — | — | — | — | — | — | — | |
| SLT-NetParams (M)=164.682023.11 | — | 71.5 | 54.2 | 82.3 | — | — | — | — | — | — | — | — | |
| VSCode-SParams (M)=74.722023.11 | — | 79 | 68 | 85.3 | — | — | — | — | — | — | — | — | |
| VSCode-TParams (M)=54.092023.11 | — | 75.7 | 65.9 | 90.8 | — | — | — | — | — | — | — | — |