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ResearchFormerly WizWand

Semantic Segmentation on Cityscapes without background class

27.6mIoUTagAlign
5.55211.2761722.724Dec 1, 2022Feb 3, 2023Apr 8, 2023Jun 11, 2023Aug 14, 2023Oct 17, 2023Dec 21, 2023
Updated 8mo ago

Evaluation results

MethodLinks
TagAlignPost-processing=false, Training Datasets=CC12M, Zero-shot evaluation=true2023.1227.6
TagAlignPost-processing=true, Training Datasets=CC12M, Zero-shot evaluation=true2023.1227.3
TCLEvaluation Mode=Zero-shot2022.1224
TCLPost-processing=false, Training Datasets=CC3&12M, Zero-shot evaluation=true2023.1224
TCLPost-processing=true, Training Datasets=CC3&12M, Zero-shot evaluation=true2023.1223.1
ReCoPost-processing=false, Training Datasets=ImageNet1K, Zero-shot evaluation=true2023.1222.8
CoCuPost-processing=false, Training Datasets=CC3&12M+YFCC, Zero-shot evaluation=true2023.1222.1
CoCuPost-processing=true, Training Datasets=CC3&12M+YFCC, Zero-shot evaluation=true2023.1221.9
MaskCLIP (Baseline)Refinement=None2022.1221.6
ReCoEvaluation Mode=Zero-shot2022.1221.1
ReCoPost-processing=true, Training Datasets=ImageNet1K, Zero-shot evaluation=true2023.1221.1
MaskCLIPRefinement=With heuristic refinement2022.1212.6
Dong et al.Post-processing=true, Training Datasets=LAION-20M, Zero-shot evaluation=true2023.1212.6
GroupViTPost-processing=false, Training Datasets=CC12M+YFCC, Zero-shot evaluation=true2023.1211.6
SegCLIPPost-processing=true, Training Datasets=CC12M+COCO, Zero-shot evaluation=true2023.1211.2
Dong et al.Post-processing=false, Training Datasets=LAION-20M, Zero-shot evaluation=true2023.1211.2
GroupViT (RedCaps)Training Data=RedCaps + CC12M2022.1211.1
GroupViT (YFCC)Training Data=YFCC + CC12M2022.126.9
GroupViTPost-processing=true, Training Datasets=CC12M+YFCC, Zero-shot evaluation=true2023.126.9
OVSegmentorPost-processing=true, Training Datasets=CC12M*, Zero-shot evaluation=true2023.126.4