Salient Object Detection on DUTS
95.7F-beta ScoreUsersal+
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Usersal+FPS=39.2, Params=241M2026.04 | 95.7 | 0.02 | 95.8 | — | — | — | 95.6 | |
| DifSODFPS=38.9, Params=178.5M2026.04 | 95.5 | 0.024 | 94.5 | — | — | — | 93.9 | |
| UGLRFPS=15.02026.04 | 95.3 | 0.028 | 94 | — | — | — | — | |
| UsersalFPS=43.6, Params=238M2026.04 | 95.3 | 0.024 | 94.7 | — | — | — | 95 | |
| dCODFPS=14.1, Params=253.7M2026.04 | 94 | 0.028 | 93.5 | — | — | — | 95.3 | |
| DGSSMParams (M)=38.922026.04 | 93.9 | — | 94.7 | — | — | — | 97.8 | |
| MDIffFPS=7.4, Params=379.1M2026.04 | 93.6 | 0.03 | 93 | — | — | — | 95 | |
| LFNetParams (M)=43.232026.06 | 93.6 | — | 93.6 | — | — | — | 97 | |
| SambaParams (M)=49.592026.04 | 93 | — | 93.2 | — | — | — | 96.6 | |
| SambaParams (M)=49.592026.06 | 93 | — | 93.2 | — | — | — | 96.6 | |
| VSCode-SParams (M)=74.722026.04 | 92.2 | — | 92.6 | — | — | — | 96 | |
| VSCode-SParams (M)=74.722026.06 | 92.2 | — | 92.6 | — | — | — | 96 | |
| ICON-SParams (M)=94.302026.04 | 91.1 | — | 91.7 | — | — | — | 96 | |
| ICON-SParams (M)=94.302026.06 | 91.1 | — | 91.7 | — | — | — | 96 | |
| BBRFParams (M)=74.402026.04 | 90.5 | — | 90.8 | — | — | — | 95.1 | |
| BBRFParams (M)=74.402026.06 | 90.5 | — | 90.8 | — | — | — | 95.1 | |
| HVPNetParams(M)=11.7, FLOPs(G)=8.12026.06 | 90.5 | 0.026 | 91.3 | — | — | — | 95 | |
| SRParams(M)=90.7, FLOPs(G)=26.22026.06 | 90.2 | 0.027 | 91.1 | — | — | — | 95.2 | |
| PDNetParams(M)=116.0, FLOPs(G)=18.22026.06 | 90 | 0.027 | 91.2 | — | — | — | 95 | |
| PriorParams=36.5M2026.04 | 89.9 | 0.033 | 89.7 | — | — | — | — | |
| DCNet-RParams(M)=356.32026.06 | 89.9 | 0.035 | 89.6 | — | — | — | 92.7 | |
| VST S++Params (M)=74.902026.04 | 89.7 | — | 90.9 | — | — | — | 94.7 | |
| VST-S ++Params (M)=74.902026.06 | 89.7 | — | 90.9 | — | — | — | 94.7 | |
| MENetParams (M)=27.832026.04 | 89.5 | — | 90.5 | — | — | — | 94.3 | |
| MENetParams (M)=27.832026.06 | 89.5 | — | 90.5 | — | — | — | 94.3 | |
| MENetParams(M)=27.8, FLOPs(G)=94.72026.06 | 89.5 | 0.028 | 90.5 | — | — | — | 94.3 | |
| EVPParams(M)=64.52026.06 | 89.5 | 0.028 | 90.5 | — | — | — | 94.3 | |
| EDNParams (M)=42.852026.04 | 89.3 | — | 89.2 | — | — | — | 93.3 | |
| EDNParams (M)=42.852026.06 | 89.3 | — | 89.2 | — | — | — | 93.3 | |
| VST-T++Params(M)=54.62026.06 | 88.7 | 0.033 | 90.1 | — | — | — | 94.3 | |
| LDFBackbone=ResNet-50, MACs (G)=15.51, Params (M)=25.152021.04 | 87.7 | 0.034 | 89.2 | 93 | — | — | — | |
| VSTMACs (G)=23.16, Params (M)=44.482021.04 | 87.7 | 0.037 | 89.6 | 93.9 | — | — | — | |
| ICON-RParams (M)=33.092026.04 | 87.6 | — | 89 | — | — | — | 93.1 | |
| ICON-RParams (M)=33.092026.06 | 87.6 | — | 89 | — | — | — | 93.1 | |
| ICON-RParams(M)=33.0, FLOPs(G)=20.92026.06 | 87.6 | 0.037 | 89 | — | — | — | 93.1 | |
| GateNetBackbone=ResNet-50, MACs (G)=162.13, Params (M)=128.632021.04 | 87.4 | 0.038 | 89.1 | 93.2 | — | — | — | |
| TiGAN2026.04 | 87.3 | 0.026 | 91.2 | — | — | — | 94.1 | |
| CSFBackbone=Res2Net, MACs (G)=18.96, Params (M)=36.532021.04 | 86.9 | 0.037 | 89 | 92.9 | — | — | — | |
| CSF-R2Params (M)=36.532026.04 | 86.9 | — | 89 | — | — | — | 92.9 | |
| CSF-R2Params (M)=36.532026.06 | 86.9 | — | 89 | — | — | — | 92.9 | |
| ITSDBackbone=ResNet-50, MACs (G)=15.96, Params (M)=26.472021.04 | 86.7 | 0.041 | 88.5 | 92.9 | — | — | — | |
| EGNetBackbone=ResNet-50, MACs (G)=157.21, Params (M)=111.642021.04 | 86.6 | 0.039 | 88.7 | 92.6 | — | — | — | |
| MINetBackbone=ResNet-50, MACs (G)=87.11, Params (M)=162.382021.04 | 86.4 | 0.037 | 88.4 | 92.6 | — | — | — | |
| CAPIPretrain=CAPI, Model=ViT-L14, Embedding=SOAP (Corrected), Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 85.71 | — | — | — | 78.439 | 91.906 | — | |
| PFRNFPS=42.0, Params=98M2026.04 | 85.5 | 0.031 | 89.8 | — | — | — | 91.2 | |
| PoolNetMACs (G)=88.89, Params (M)=68.262021.04 | 85.3 | 0.041 | 87.9 | 91.7 | — | — | — | |
| PoolNet-M+Params(M)=3.0, FLOPs(G)=.9282026.06 | 85.2 | 0.046 | 86.8 | — | — | — | 84.9 | |
| HVPNet(-)Params(M)=2.8, FLOPs(G)=1.82026.06 | 85.2 | 0.041 | 87 | — | — | — | 92.1 | |
| DMNet-ANNParams(M)=2.6, FLOPs(G)=43.52026.06 | 84.8 | 0.042 | 87.9 | — | — | — | — | |
| DINOv2Pretrain=DINOv2, Model=ViT-B16, Embedding=SOAP (Corrected), Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 84.387 | — | — | — | 76.785 | 89.44 | — | |
| PiCANetMACs (G)=54.05, Params (M)=47.222021.04 | 84 | 0.04 | 86.3 | 91.5 | — | — | — | |
| CPDBackbone=ResNet-50, MACs (G)=17.77, Params (M)=47.852021.04 | 84 | 0.043 | 86.9 | 91.3 | — | — | — | |
| DINOPretrain=DINO, Model=ViT-B16, Embedding=Original, Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 83.932 | — | — | — | 75.769 | 89.705 | — | |
| BASNetMACs (G)=127.36, Params (M)=87.062021.04 | 83.8 | 0.047 | 86.6 | 90.2 | — | — | — | |
| AFNetMACs (G)=21.66, Params (M)=35.952021.04 | 83.8 | 0.045 | 86.7 | 91 | — | — | — | |
| MAEPretrain=MAE, Model=ViT-B16, Embedding=SOAP (Corrected), Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 82.877 | — | — | — | 72.293 | 90.107 | — | |
| TSPOANet2021.04 | 82.8 | 0.049 | 86 | 90.7 | — | — | — | |
| A2SParams=106.2M2026.04 | 81.6 | 0.047 | — | — | — | — | 90.6 | |
| ADMNet+Params(M)=0.8, FLOPs(G)=3.32026.06 | 81.3 | 0.052 | 83.5 | — | — | — | 89.3 | |
| MAEPretrain=MAE, Model=ViT-B16, Embedding=Original, Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 79.229 | — | — | — | 70.227 | 86.078 | — | |
| iBOTPretrain=iBOT, Model=ViT-B16, Embedding=SOAP (Corrected), Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 72.192 | — | — | — | 65.618 | 80.595 | — | |
| DINOv2Pretrain=DINOv2, Model=ViT-B16, Embedding=Original, Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 69.701 | — | — | — | 63.064 | 78.891 | — | |
| CAPIPretrain=CAPI, Model=ViT-L14, Embedding=Original, Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 68.148 | — | — | — | 61.913 | 78.634 | — | |
| iBOTPretrain=iBOT, Model=ViT-B16, Embedding=Original, Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 66.353 | — | — | — | 59.657 | 77.987 | — | |
| AMD2021.11 | 60.2 | 0.13 | — | — | — | — | — | |
| DSR2021.11 | 55.8 | 0.14 | — | — | — | — | — | |
| DRFI2021.11 | 55.2 | 0.15 | — | — | — | — | — | |
| MC2021.11 | 52.9 | 0.19 | — | — | — | — | — | |
| HS2021.11 | 52.1 | 0.23 | — | — | — | — | — | |
| RBD2021.11 | 51 | 0.2 | — | — | — | — | — | |
| DINOv3Pretrain=DINOv3, Model=ViT-B16, Embedding=SOAP (Corrected), Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 47.624 | — | — | — | 39.057 | 63.033 | — | |
| DINOv3Pretrain=DINOv3, Model=ViT-B16, Embedding=Original, Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 39.874 | — | — | — | 31.302 | 52.264 | — | |
| I-JEPAPretrain=I-JEPA, Model=ViT-H14, Embedding=SOAP (Corrected), Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 33.371 | — | — | — | 25.922 | 65.001 | — | |
| I-JEPAPretrain=I-JEPA, Model=ViT-H14, Embedding=Original, Segmentation Method=TokenCut, Evaluation Protocol=Zero-shot2026.03 | 33.008 | — | — | — | 24.89 | 63.592 | — |