Saliency Detection on PASCAL Context
86.11maxF ScoreB^3-Net
Evaluation Results
| Method | Links | |
|---|---|---|
| B^3-NetDecoder Type=Bridge-feature-based decoder2026.05 | 86.11 | |
| BridgeNetDecoder Type=Bridge-feature-based decoder2026.05 | 85.64 | |
| MTMamba++Decoder Type=Mamba-based decoder2026.05 | 85.56 | |
| RADIO2026.06 | 85.17 | |
| SEM2026.06 | 84.95 | |
| TaskDiffusionDecoder Type=Diffusion-based decoder2026.05 | 84.94 | |
| MLoREBackbone=Custom2024.12 | 84.9 | |
| MLoREDecoder Type=Transformer-based decoder2026.05 | 84.9 | |
| MLoRE2026.06 | 84.9 | |
| TaskExpertParams (M)=420, FLOPs (G)=6222026.04 | 84.87 | |
| TaskExpert2026.06 | 84.87 | |
| TSP-TransformerDecoder Type=Transformer-based decoder2026.05 | 84.86 | |
| TaskPrompterDecoder Type=Transformer-based decoder2026.05 | 84.83 | |
| TaskPrompter2026.06 | 84.83 | |
| InvPTDecoder Type=Transformer-based decoder2026.05 | 84.81 | |
| InvPT2026.06 | 84.81 | |
| MTI-NetDecoder Type=CNN-based decoder2026.05 | 84.78 | |
| MTI-NetParams (M)=851, FLOPs (G)=7742026.04 | 84.75 | |
| MTI-Net2026.06 | 84.75 | |
| InvPT++Params (M)=421, FLOPs (G)=6672026.04 | 84.74 | |
| InvPT++Decoder Type=Transformer-based decoder2026.05 | 84.74 | |
| ATRCDecoder Type=CNN-based decoder2026.05 | 84.7 | |
| SAK2026.06 | 84.65 | |
| MTLSI-NetParams (M)=234, FLOPs (G)=7722026.04 | 84.52 | |
| MTMambaDecoder Type=Mamba-based decoder2026.05 | 84.14 | |
| MTMamba2026.06 | 84.14 | |
| TIGER-BBackbone=ViT-B2026.06 | 83.97 | |
| ATRC-ASPPDecoder Type=CNN-based decoder2026.05 | 83.91 | |
| TIGER-LBackbone=ViT-L2026.06 | 83.8 | |
| MQTransformer2026.04 | 83.58 | |
| MQTransformerDecoder Type=Transformer-based decoder2026.05 | 83.58 | |
| MQTransformer2026.06 | 83.58 | |
| ATRC-BMTASDecoder Type=CNN-based decoder2026.05 | 82.29 | |
| UNICBackbone=ViT-B/162024.12 | 81.84 | |
| UNIC-BParams=86M2024.12 | 81.84 | |
| RADIOv2.5Backbone=ViT-L/162024.12 | 81.65 | |
| RADIOv2.5-LParams=320M2024.12 | 81.65 | |
| RADIOv2.5Backbone=ViT-B/162024.12 | 81.26 | |
| RADIOv2.5-BParams=98M2024.12 | 81.26 | |
| ATRCParams (M)=340, FLOPs (G)=8712026.04 | 81.2 | |
| ATRC2026.06 | 81.2 | |
| RADIOv2.5Backbone=ViT-H/162024.12 | 81.19 | |
| RADIOv2.5-HParams=653M2024.12 | 81.19 | |
| TheiaBackbone=ViT-B/162024.12 | 80.63 | |
| TheiaParams=86M2024.12 | 80.63 | |
| DiffusionMTL2026.06 | 80.44 | |
| RADIOv2.5-gParams=1.1B2024.12 | 80.08 | |
| SAM-ViT-BBackbone=ViT-B2026.06 | 79.85 | |
| OWLv2-ViT-LBackbone=ViT-L2026.06 | 79.27 | |
| UNICBackbone=ViT-L/142024.12 | 79.21 | |
| UNIC-LParams=307M2024.12 | 79.21 | |
| PAD-NetParams (M)=330, FLOPs (G)=7732026.04 | 79.21 | |
| PAD-Net2026.06 | 79.21 | |
| UNITParams=632M2024.12 | 78.7 | |
| UNITParams=1B2024.12 | 78.51 | |
| AM-RADIOBackbone=ViT-H/162024.12 | 78.48 | |
| RADIOv2.1-HParams=653M2024.12 | 78.48 | |
| DINOv2Backbone=ViT-B/162024.12 | 77.54 | |
| DINOv2Backbone=ViT-L/142024.12 | 77.22 | |
| CLIP-ViT-LBackbone=ViT-L2026.06 | 77.17 | |
| DINOv2Backbone=ViT-g/142024.12 | 76.93 | |
| DINOv2-ViT-LBackbone=ViT-L2026.06 | 76.63 | |
| PAD-NetDecoder Type=CNN-based decoder2026.05 | 65.8 | |
| ASTMTDecoder Type=CNN-based decoder2026.05 | 65.7 |