Saliency Detection on PASCAL-Context clean and adverse conditions v1 (unseen)
62.75mIoURobuMTL
Evaluation Results
| Method | Links | |
|---|---|---|
| RobuMTLParams (M)=30.92, FLOPs (G)=21.50, FPS=592026.01 | 62.75 | |
| RobuMTL+Params (M)=30.92, FLOPs (G)=21.50, FPS=572026.01 | 62.64 | |
| Single TaskParams (M)=112.60, FLOPs (G)=73.70, FPS=652026.01 | 61.97 | |
| MTL-Full FTParams (M)=29.50, FLOPs (G)=21.47, FPS=842026.01 | 61.4 | |
| ASTMTParams (M)=31.27, FLOPs (G)=25.91, FPS=152026.01 | 61.3 | |
| MTLoRA (r=16)Params (M)=30.89, FLOPs (G)=20.88, FPS=432026.01 | 60.34 | |
| Meteora (SwinT)Params (M)=98.57, FLOPs (G)=60.44, FPS=212026.01 | 58.76 | |
| Clean Single TaskParams (M)=112.60, FLOPs (G)=73.70, FPS=652026.01 | 58.09 | |
| MTLoRA (r=32)Params (M)=32.00, FLOPs (G)=20.88, FPS=412026.01 | 57.7 | |
| MTLoRA (r=64)Params (M)=34.26, FLOPs (G)=20.88, FPS=372026.01 | 57.66 | |
| MTLMoEParams (M)=115.90, FLOPs (G)=77.16, FPS=222026.01 | 56.6 | |
| Clean MTLoRA-r64Params (M)=34.26, FLOPs (G)=20.88, FPS=372026.01 | 56.43 | |
| Clean MTL-Full FTParams (M)=29.50, FLOPs (G)=21.47, FPS=842026.01 | 56.02 | |
| Clean MTLoRA-r32Params (M)=32.02, FLOPs (G)=20.88, FPS=412026.01 | 55.66 | |
| Clean MTLoRA-r16Params (M)=30.89, FLOPs (G)=20.88, FPS=432026.01 | 55.5 | |
| MTL-Tuning DecodersParams (M)=29.50, FLOPs (G)=21.47, FPS=842026.01 | 54.7 | |
| Clean MTL-DecodersParams (M)=29.50, FLOPs (G)=21.47, FPS=842026.01 | 48.59 | |
| MTI-Net (small)Params (M)=12.64, FLOPs (G)=19.10, FPS=122026.01 | 43.34 | |
| PAD-NetParams (M)=19.51, FLOPs (G)=265.00, FPS=112026.01 | 42.72 |