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ResearchFormerly WizWand

Semantic Segmentation on COCO-Stuff 164K (test)

47.3mIoUCAA
35.163238.314141.46544.6159Jan 19, 2021Sep 10, 2021May 3, 2022Dec 23, 2022Aug 15, 2023Apr 5, 2024Nov 26, 2024
Updated 5mo ago

Evaluation results

MethodLinks
CAABackbone=EfficientNet-B5, Multi-scale=true2021.0147.3———————
Segformer-B5Multi-scale=true2021.0146.7———————
SCASegBackbone=MiT-B2, Params. (M)=35.2, FPS (img/s)=27.00, GFLOPs=39.62024.1145.85———————
SCASegBackbone=MiT-B2, Params. (M)=35.2, FPS (img/s)=27.00, GFLOPs=39.62024.1145.85———————
SETRMulti-scale=true2021.0145.8———————
U-MixFormerYear=2025 WACV, Backbone=MiT-B2, Params. (M)=35.8, FPS (img/s)=26.34, GFLOPs=40.02024.1145.47———————
U-MixFormerYear=2025, Backbone=MiT-B2, Params. (M)=35.8, FPS (img/s)=26.34, GFLOPs=40.02024.1145.47———————
VWFormerYear=2024 ICLR, Backbone=MiT-B2, Params. (M)=27.4, FPS (img/s)=27.68, GFLOPs=46.62024.1145.18———————
VWFormerYear=2024, Backbone=MiT-B2, Params. (M)=27.4, FPS (img/s)=27.68, GFLOPs=46.62024.1145.18———————
FeedFormerYear=2023 AAAI, Backbone=MiT-B2, Params. (M)=29.1, FPS (img/s)=27.56, GFLOPs=42.72024.1144.79———————
FeedFormerYear=2023, Backbone=MiT-B2, Params. (M)=29.1, FPS (img/s)=27.56, GFLOPs=42.72024.1144.79———————
MetaSegYear=2024 WACV, Backbone=MiT-B2, Params. (M)=27.8, FPS (img/s)=28.47, GFLOPs=25.22024.1144.5———————
MetaSegYear=2024, Backbone=MiT-B2, Params. (M)=27.8, FPS (img/s)=28.47, GFLOPs=25.22024.1144.5———————
SCASegBackbone=MSCAN-S, Params. (M)=23.7, FPS (img/s)=27.71, GFLOPs=20.32024.1143.65———————
SCASegBackbone=MSCAN-S, Params. (M)=23.7, FPS (img/s)=27.71, GFLOPs=20.32024.1143.65———————
SegFormerYear=2021 NeurIPS, Backbone=MiT-B2, Params. (M)=27.5, FPS (img/s)=29.72, GFLOPs=62.42024.1143.42———————
SegFormerYear=2021, Backbone=MiT-B2, Params. (M)=27.5, FPS (img/s)=29.72, GFLOPs=62.42024.1143.42———————
SCASegBackbone=MiT-B1, Params. (M)=23.4, FPS (img/s)=25.37, GFLOPs=17.42024.1143.19———————
SCASegBackbone=MiT-B1, Params. (M)=23.4, FPS (img/s)=25.37, GFLOPs=17.42024.1143.19———————
U-MixFormerYear=2025 WACV, Backbone=MSCAN-S, Params. (M)=24.3, FPS (img/s)=26.55, GFLOPs=20.82024.1142.91———————
U-MixFormerYear=2025, Backbone=MSCAN-S, Params. (M)=24.3, FPS (img/s)=26.55, GFLOPs=20.82024.1142.91———————
U-MixFormerYear=2025 WACV, Backbone=MiT-B1, Params. (M)=24.0, FPS (img/s)=22.06, GFLOPs=17.82024.1142.71———————
U-MixFormerYear=2025, Backbone=MiT-B1, Params. (M)=24.0, FPS (img/s)=22.06, GFLOPs=17.82024.1142.71———————
FeedFormerYear=2023 AAAI, Backbone=MSCAN-S, Params. (M)=17.6, FPS (img/s)=24.16, GFLOPs=23.62024.1142.61———————
FeedFormerYear=2023, Backbone=MSCAN-S, Params. (M)=17.6, FPS (img/s)=24.16, GFLOPs=23.62024.1142.61———————
FeedFormerYear=2023 AAAI, Backbone=MiT-B1, Params. (M)=17.3, FPS (img/s)=22.29, GFLOPs=20.72024.1142.42———————
FeedFormerYear=2023, Backbone=MiT-B1, Params. (M)=17.3, FPS (img/s)=22.29, GFLOPs=20.72024.1142.42———————
HRNetV2 + OCRBackbone=HRNetV2, Multi-scale=true2021.0142.3———————
SCASegBackbone=SegMAN-T, Params. (M)=4.3, FPS (img/s)=43.02, GFLOPs=6.92024.1142.22———————
SCASegBackbone=SegMAN-T, Params. (M)=4.3, FPS (img/s)=43.02, GFLOPs=6.92024.1142.22———————
MetaSegYear=2024 WACV, Backbone=MSCAN-S, Params. (M)=16.3, FPS (img/s)=29.83, GFLOPs=15.32024.1142.13———————
MetaSegYear=2024, Backbone=MSCAN-S, Params. (M)=16.3, FPS (img/s)=29.83, GFLOPs=15.32024.1142.13———————
MetaSegYear=2024 WACV, Backbone=MiT-B1, Params. (M)=16.0, FPS (img/s)=27.12, GFLOPs=12.42024.1142.04———————
MetaSegYear=2024, Backbone=MiT-B1, Params. (M)=16.0, FPS (img/s)=27.12, GFLOPs=12.42024.1142.04———————
U-MixFormerYear=2025 WACV, Backbone=SegMAN-T, Params. (M)=4.3, FPS (img/s)=41.93, GFLOPs=7.02024.1141.98———————
U-MixFormerYear=2025, Backbone=SegMAN-T, Params. (M)=4.3, FPS (img/s)=41.93, GFLOPs=7.02024.1141.98———————
VWFormerYear=2024 ICLR, Backbone=MSCAN-S, Params. (M)=15.5, FPS (img/s)=27.37, GFLOPs=22.52024.1141.76———————
VWFormerYear=2024, Backbone=MSCAN-S, Params. (M)=15.5, FPS (img/s)=27.37, GFLOPs=22.52024.1141.76———————
MetaSegYear=2024 WACV, Backbone=SegMAN-T, Params. (M)=2.9, FPS (img/s)=42.81, GFLOPs=4.52024.1141.68———————
MetaSegYear=2024, Backbone=SegMAN-T, Params. (M)=2.9, FPS (img/s)=42.81, GFLOPs=4.52024.1141.68———————
FeedFormerYear=2023 AAAI, Backbone=SegMAN-T, Params. (M)=3.1, FPS (img/s)=41.66, GFLOPs=7.92024.1141.54———————
VWFormerYear=2024 ICLR, Backbone=MiT-B1, Params. (M)=13.7, FPS (img/s)=23.87, GFLOPs=13.22024.1141.54———————
FeedFormerYear=2023, Backbone=SegMAN-T, Params. (M)=3.1, FPS (img/s)=41.66, GFLOPs=7.92024.1141.54———————
VWFormerYear=2024, Backbone=MiT-B1, Params. (M)=13.7, FPS (img/s)=23.87, GFLOPs=13.22024.1141.54———————
SegNeXtYear=2022 NeurIPS, Backbone=MSCAN-S, Params. (M)=13.9, FPS (img/s)=30.91, GFLOPs=15.92024.1141.42———————
SegNeXtYear=2022, Backbone=MSCAN-S, Params. (M)=13.9, FPS (img/s)=30.91, GFLOPs=15.92024.1141.42———————
VWFormerYear=2024 ICLR, Backbone=SegMAN-T, Params. (M)=2.8, FPS (img/s)=42.15, GFLOPs=6.32024.1141.38———————
VWFormerYear=2024, Backbone=SegMAN-T, Params. (M)=2.8, FPS (img/s)=42.15, GFLOPs=6.32024.1141.38———————
SegMANYear=2025 CVPR, Backbone=SegMAN-T, Params. (M)=6.4, FPS (img/s)=44.52, GFLOPs=6.22024.1141.3———————
SegMANYear=2025, Backbone=SegMAN-T, Params. (M)=6.4, FPS (img/s)=44.52, GFLOPs=6.22024.1141.3———————
SegFormerYear=2021 NeurIPS, Backbone=MiT-B1, Params. (M)=13.7, FPS (img/s)=31.44, GFLOPs=15.92024.1140.97———————
SegFormerYear=2021, Backbone=MiT-B1, Params. (M)=13.7, FPS (img/s)=31.44, GFLOPs=15.92024.1140.97———————
SCASegBackbone=MSCAN-T, Params. (M)=6.5, FPS (img/s)=29.04, GFLOPs=7.42024.1140.89———————
SCASegBackbone=MSCAN-T, Params. (M)=6.5, FPS (img/s)=29.04, GFLOPs=7.42024.1140.89———————
SCASegBackbone=MiT-B0, Params. (M)=6.0, FPS (img/s)=40.25, GFLOPs=5.92024.1140.56———————
SCASegBackbone=MiT-B0, Params. (M)=6.0, FPS (img/s)=40.25, GFLOPs=5.92024.1140.56———————
U-MixFormerYear=2025 WACV, Backbone=MiT-B0, Params. (M)=6.1, FPS (img/s)=38.94, GFLOPs=6.12024.1140.24———————
U-MixFormerYear=2025, Backbone=MiT-B0, Params. (M)=6.1, FPS (img/s)=38.94, GFLOPs=6.12024.1140.24———————
U-MixFormerYear=2025 WACV, Backbone=MSCAN-T, Params. (M)=6.7, FPS (img/s)=27.69, GFLOPs=7.62024.1140.04———————
U-MixFormerYear=2025, Backbone=MSCAN-T, Params. (M)=6.7, FPS (img/s)=27.69, GFLOPs=7.62024.1140.04———————
MetaSegYear=2024 WACV, Backbone=MSCAN-T, Params. (M)=4.7, FPS (img/s)=31.74, GFLOPs=5.52024.1139.7———————
MetaSegYear=2024, Backbone=MSCAN-T, Params. (M)=4.7, FPS (img/s)=31.74, GFLOPs=5.52024.1139.7———————
FeedFormerYear=2023 AAAI, Backbone=MSCAN-T, Params. (M)=5.0, FPS (img/s)=25.98, GFLOPs=9.32024.1139.39———————
FeedFormerYear=2023, Backbone=MSCAN-T, Params. (M)=5.0, FPS (img/s)=25.98, GFLOPs=9.32024.1139.39———————
FeedFormerYear=2023 AAAI, Backbone=MiT-B0, Params. (M)=4.5, FPS (img/s)=34.80, GFLOPs=7.82024.1139.03———————
FeedFormerYear=2023, Backbone=MiT-B0, Params. (M)=4.5, FPS (img/s)=34.80, GFLOPs=7.82024.1139.03———————
VWFormerYear=2024 ICLR, Backbone=MSCAN-T, Params. (M)=5.8, FPS (img/s)=28.06, GFLOPs=13.62024.1138.85———————
VWFormerYear=2024, Backbone=MSCAN-T, Params. (M)=5.8, FPS (img/s)=28.06, GFLOPs=13.62024.1138.85———————
SegNeXtYear=2022 NeurIPS, Backbone=MSCAN-T, Params. (M)=4.3, FPS (img/s)=33.16, GFLOPs=6.62024.1138.7———————
SegNeXtYear=2022, Backbone=MSCAN-T, Params. (M)=4.3, FPS (img/s)=33.16, GFLOPs=6.62024.1138.7———————
DeepLabV3+Backbone=ResNet-50, Multi-scale=true2021.0138.4———————
MetaSegYear=2024 WACV, Backbone=MiT-B0, Params. (M)=4.1, FPS (img/s)=42.64, GFLOPs=3.92024.1138.25———————
MetaSegYear=2024, Backbone=MiT-B0, Params. (M)=4.1, FPS (img/s)=42.64, GFLOPs=3.92024.1138.25———————
VWFormerYear=2024 ICLR, Backbone=MiT-B0, Params. (M)=3.7, FPS (img/s)=39.63, GFLOPs=5.82024.1136.28———————
VWFormerYear=2024, Backbone=MiT-B0, Params. (M)=3.7, FPS (img/s)=39.63, GFLOPs=5.82024.1136.28———————
SegFormerYear=2021 NeurIPS, Backbone=MiT-B0, Params. (M)=3.8, FPS (img/s)=43.65, GFLOPs=8.42024.1135.63———————
SegFormerYear=2021, Backbone=MiT-B0, Params. (M)=3.8, FPS (img/s)=43.65, GFLOPs=8.42024.1135.63———————
DeepLab-V3+Head=DeepLab-V3+, Backbone=MobileNet-V2, fps=38.42, #params.=15.35M2023.03—31.1832.01—————
DeepLab-V3+Head=DeepLab-V3+, Backbone=ResNet-50, fps=24.09, #params.=43.69M2023.03—40.8541.49—————
DeepLab-V3+Head=DeepLab-V3+, Backbone=ResNet-101, fps=16.39, #params.=62.68M2023.03—42.3942.96—————
DeepLab-V3+ + CACHead=DeepLab-V3+, Backbone=MobileNet-V2, fps=36.25, #params.=16.13M2023.03—34.7135.81—————
DeepLab-V3+ + CACHead=DeepLab-V3+, Backbone=ResNet-50, fps=23.54, #params.=44.48M2023.03—42.9943.97—————
DeepLab-V3+ + CACHead=DeepLab-V3+, Backbone=ResNet-101, fps=16.03, #params.=63.47M2023.03—44.2145.1—————
FCNHead=FCN, Backbone=MobileNet-V2, fps=51.1, #params.=9.82M2023.03—15.2817.01—————
FCN + CACHead=FCN, Backbone=MobileNet-V2, fps=49.46, #params.=10.61M2023.03—25.3727.17—————
FreeSegEvaluation Setting=Transductive setting2024.03——42.249.145.3———
Last LayerBackbone=DINOv2-S, Encoder=Frozen2026.05—————30.77——
Last LayerBackbone=DINOv3-S/16, Encoder=Frozen2026.05—————31.15——
Last LayerBackbone=BEiT-B/16, Encoder=Frozen2026.05—————16.71——
LawinEncoder=MiT-B5, Crop Size=512x512, Iterations=80K2022.12—47.5——————
LOESBackbone=DINOv2-S, Encoder=Frozen, k=3, Selected Layers=[0, 8, 11]2026.05——————31.190.42
LOESBackbone=DINOv3-S/16, Encoder=Frozen, k=3, Selected Layers=[5, 9, 11]2026.05——————31.160.01
LOESBackbone=BEiT-B/16, Encoder=Frozen, k=3, Selected Layers=[0, 3, 11]2026.05——————17.831.12
MaskCLIP+Evaluation Setting=Transductive setting2024.03——39.654.745———
MVP-SEG+Evaluation Setting=Transductive setting2024.03——39.955.845.5———
OCRNetHead=OCRNet, Backbone=HRNet-W18, fps=14.62, #params.=12.18M2023.03—31.5832.34—————
OCRNetHead=OCRNet, Backbone=HRNet-W48, fps=13.78, #params.=70.53M2023.03—40.441.66—————
OCRNet + CACHead=OCRNet, Backbone=HRNet-W18, fps=14.37, #params.=12.97M2023.03—39.1240.65—————
OCRNet + CACHead=OCRNet, Backbone=HRNet-W48, fps=13.33, #params.=71.32M2023.03—42.6443.53—————
OTSegEvaluation Setting=Inductive setting2024.03——41.441.441.4———