Semantic Segmentation on ADE20K 150 semantic categories (val)
51.6mIoUSPANetV2-S36-hybrid
Evaluation Results
| Method | Links | |
|---|---|---|
| SPANetV2-S36-hybridFramework=UperNet, Params (M)=71, MACs (G)=1004, FPS=11.9, Resolution=512 x 20482025.03 | 51.6 | |
| CAFormer-S36Framework=UperNet, Params (M)=67, MACs (G)=1197, FPS=20.6, Resolution=512 x 20482025.03 | 50.8 | |
| ConvFormer-S36Framework=UperNet, Params (M)=67, MACs (G)=1003, FPS=23.0, Resolution=512 x 20482025.03 | 50.7 | |
| Conv2Former-SFramework=UperNet, Params (M)=79, Resolution=512 x 20482025.03 | 50.3 | |
| SPANetV2-S36-pureFramework=UperNet, Params (M)=75, MACs (G)=1012, FPS=10.8, Resolution=512 x 20482025.03 | 49.8 | |
| ConvNeXt-BFramework=UperNet, #Param.=122M, FLOPs=1170G, Input size=512 x 20482024.09 | 49.6 | |
| ConvNeXt-SFramework=UperNet, Params (M)=82, MACs (G)=1027, FPS=27.7, Resolution=512 x 20482025.03 | 49.6 | |
| Swin-BFramework=UperNet, #Param.=121M, FLOPs=1188G, Input size=512 x 20482024.09 | 49.5 | |
| Swin-SFramework=UperNet, Params (M)=81, MACs (G)=1038, FPS=28.7, Resolution=512 x 20482025.03 | 49.5 | |
| SPANetV2-S18-hybridFramework=UperNet, Params (M)=58, MACs (G)=925, FPS=21.9, Resolution=512 x 20482025.03 | 49.1 | |
| CAFormer-S18Framework=UperNet, Params (M)=54, MACs (G)=1024, FPS=33.0, Resolution=512 x 20482025.03 | 48.9 | |
| SPANetV2-S18-pureFramework=UperNet, Params (M)=60, MACs (G)=930, FPS=18.8, Resolution=512 x 20482025.03 | 48.7 | |
| ConvFormer-S18Framework=UperNet, Params (M)=54, MACs (G)=925, FPS=36.6, Resolution=512 x 20482025.03 | 48.6 | |
| SPANetV2-S36-hybridFramework=Semantic FPN, Params (M)=45, MACs (G)=74, FPS=14.3, Resolution=512 x 5122025.03 | 48.6 | |
| Conv2Former-TFramework=UperNet, Params (M)=56, Resolution=512 x 20482025.03 | 48 | |
| SPANetV2-S36-pureFramework=Semantic FPN, Params (M)=48, MACs (G)=64, FPS=11.4, Resolution=512 x 5122025.03 | 47.9 | |
| SPANetV2-S18-hybridFramework=Semantic FPN, Params (M)=31, MACs (G)=48, FPS=24.7, Resolution=512 x 5122025.03 | 47.8 | |
| DFFormer-S36Framework=Semantic FPN, Params (M)=50, MACs (G)=60, FPS=10.5, Resolution=512 x 5122025.03 | 47.5 | |
| KAT-BFramework=UperNet, #Param.=142M, FLOPs=2011G, Input size=512 x 20482024.09 | 47.4 | |
| DeiT-BFramework=UperNet, #Param.=142M, FLOPs=2007G, Input size=512 x 20482024.09 | 47.2 | |
| ConvNeXt-TFramework=UperNet, #Param.=60M, FLOPs=939G, Input size=512 x 20482024.09 | 46.7 | |
| ConvNeXt-TFramework=UperNet, Params (M)=60, MACs (G)=939, FPS=36.6, Resolution=512 x 20482025.03 | 46.7 | |
| SPANetV2-S18-pureFramework=Semantic FPN, Params (M)=33, MACs (G)=43, FPS=18.0, Resolution=512 x 5122025.03 | 46.7 | |
| CDFFormer-S36Framework=Semantic FPN, Params (M)=50, MACs (G)=61, FPS=19.8, Resolution=512 x 5122025.03 | 46.7 | |
| SPANet-MFramework=Semantic FPN, Params (M)=45, MACs (G)=57, FPS=8.2, Resolution=512 x 5122025.03 | 46.2 | |
| KAT-SFramework=UperNet, #Param.=57M, FLOPs=1219G, Input size=512 x 20482024.09 | 46.1 | |
| Swin-TFramework=UperNet, #Param.=60M, FLOPs=945G, Input size=512 x 20482024.09 | 45.8 | |
| Swin-TFramework=UperNet, Params (M)=60, MACs (G)=945, FPS=40.8, Resolution=512 x 20482025.03 | 45.8 | |
| LITv2-MFramework=Semantic FPN, Params (M)=52, MACs (G)=63, Resolution=512 x 5122025.03 | 45.7 | |
| InceptionNeXt-SFramework=Semantic FPN, Params (M)=50, MACs (G)=65, Resolution=512 x 5122025.03 | 45.6 | |
| SPANet-SFramework=Semantic FPN, Params (M)=32, MACs (G)=46, FPS=10.6, Resolution=512 x 5122025.03 | 45.4 | |
| Swin-SFramework=Semantic FPN, Params (M)=53, MACs (G)=70, FPS=31.1, Resolution=512 x 5122025.03 | 45.2 | |
| DFFormer-S18Framework=Semantic FPN, Params (M)=35, MACs (G)=41, FPS=17.0, Resolution=512 x 5122025.03 | 45.1 | |
| CDFFormer-S18Framework=Semantic FPN, Params (M)=35, MACs (G)=42, FPS=26.3, Resolution=512 x 5122025.03 | 44.9 | |
| LITv2-SFramework=Semantic FPN, Params (M)=31, MACs (G)=41, Resolution=512 x 5122025.03 | 44.3 | |
| DeiT-SFramework=UperNet, #Param.=57M, FLOPs=1217G, Input size=512 x 20482024.09 | 43.5 | |
| InceptionNeXt-TFramework=Semantic FPN, Params (M)=28, MACs (G)=44, Resolution=512 x 5122025.03 | 43.1 | |
| PoolFormer-S36Framework=Semantic FPN, Params (M)=35, MACs (G)=48, FPS=25.7, Resolution=512 x 5122025.03 | 42 | |
| Swin-TFramework=Semantic FPN, Params (M)=32, MACs (G)=46, FPS=47.8, Resolution=512 x 5122025.03 | 41.5 | |
| PoolFormer-S24Framework=Semantic FPN, Params (M)=25, MACs (G)=39, FPS=34.2, Resolution=512 x 5122025.03 | 40.3 | |
| ResNet-101Framework=Semantic FPN, Params (M)=48, MACs (G)=65, FPS=33.5, Resolution=512 x 5122025.03 | 38.8 | |
| ResNet-50Framework=Semantic FPN, Params (M)=29, MACs (G)=46, FPS=33.5, Resolution=512 x 5122025.03 | 36.7 | |
| MAFT+VLM Backbone=ConvNeXt-L, Ensemble Operation=false2024.08 | 36.1 | |
| MAFTVLM Backbone=ConvNeXt-L, Ensemble Operation=false2024.08 | 34.4 | |
| FC-CLIPVLM Backbone=ConvNeXt-L, Ensemble Operation=true2024.08 | 34 | |
| MAFTVLM Backbone=ViT-L, Ensemble Operation=false2024.08 | 33 | |
| SANVLM Backbone=ViT-L, Ensemble Operation=false2024.08 | 32.1 | |
| ODISEVLM Backbone=ViT-L, Ensemble Operation=false2024.08 | 29.9 | |
| OVSegVLM Backbone=ViT-L, Ensemble Operation=false2024.08 | 29.6 | |
| OpenSegVLM Backbone=ALIGN, Ensemble Operation=false2024.08 | 28.6 | |
| FC-CLIPVLM Backbone=ConvNeXt-L, Ensemble Operation=false2024.08 | 26.6 |