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ResearchFormerly WizWand

Semantic Segmentation on COCO-Stuff 10K

54.56mIoUPlainSeg-Hier
25.159232.792140.42548.0579May 22, 2022Dec 10, 2022Jun 30, 2023Jan 19, 2024Aug 8, 2024Feb 26, 2025Sep 17, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PlainSeg-Hierbackbone=BEiTv2-L, PRM=326M, test time=188ms2023.1054.56
SegViTbackbone=BEiTv2-L, PRM=344M, test time=158ms2023.1052
SegViTBackbone=ViT-Large, GFLOPs=373, FPS=44.52025.0946.7
SegViT + DToPBackbone=ViT-Large, GFLOPs=290, FPS=152025.0946.6
SegViT + CTSBackbone=ViT-Large, GFLOPs=251, FPS=402025.0946.2
SegViT + STEP@[8,16]τ-6899Backbone=ViT-Large, GFLOPs=173, FPS=182025.0946
SegViT + STEP@[18]τ-6899Backbone=ViT-Large, GFLOPs=201, FPS=302025.0946
SegViT + CTS & DToPBackbone=ViT-Large, GFLOPs=210, FPS=172025.0945.4
SegViT + STEP@[8,16]τ-4999Backbone=ViT-Large, GFLOPs=150, FPS=202025.0945.3
SegViT + STEP@[18]τ-4999Backbone=ViT-Large, GFLOPs=177, FPS=292025.0945.1
TeacherBackbone=ResNet182022.0533.1
TeacherBackbone=MobilenetV22022.0533.1
Target-aware TransformerBackbone=ResNet182022.0528.75
TaTBackbone=ResNet182022.0528.75
Target-aware TransformerBackbone=MobileNetV22022.0528.05
TaTBackbone=MobilenetV22022.0528.05
OverhaulBackbone=ResNet182022.0527.86
ICKDBackbone=ResNet182022.0527.22
OverhaulBackbone=MobileNetV22022.0526.96
KRBackbone=ResNet182022.0526.73
ICKDBackbone=MobileNetV22022.0526.64
KRBackbone=MobilenetV22022.0526.63
StudentBackbone=ResNet182022.0526.33
StudentBackbone=MobilenetV22022.0526.29