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Semantic Segmentation on PASCAL VOC with background class (val)

57.9mIoUTagAlign
23.78832.64441.550.356Dec 21, 2023

Evaluation results

MethodLinks
TagAlignPost-processing=false, Training Datasets=CC12M, Zero-shot evaluation=true2023.1257.9
SimSegPost-processing=false, Training Datasets=CC3&12M, Zero-shot evaluation=true2023.1257.4
TagAlignPost-processing=true, Training Datasets=CC12M, Zero-shot evaluation=true2023.1255.3
TCLPost-processing=false, Training Datasets=CC3&12M, Zero-shot evaluation=true2023.1255
SimSegPost-processing=true, Training Datasets=CC3&12M, Zero-shot evaluation=true2023.1253.8
OVSegmentorPost-processing=true, Training Datasets=CC12M*, Zero-shot evaluation=true2023.1253.8
SegCLIPPost-processing=true, Training Datasets=CC12M+COCO, Zero-shot evaluation=true2023.1252.6
ViewCoPost-processing=true, Training Datasets=CC12M+YFCC, Zero-shot evaluation=true2023.1252.4
CLIPpyPost-processing=true, Training Datasets=HQITP-134M, Zero-shot evaluation=true2023.1252.2
TCLPost-processing=true, Training Datasets=CC3&12M, Zero-shot evaluation=true2023.1251.6
CoCuPost-processing=false, Training Datasets=CC3&12M+YFCC, Zero-shot evaluation=true2023.1251.4
GroupViTPost-processing=false, Training Datasets=CC12M+YFCC, Zero-shot evaluation=true2023.1251.1
MixReorgPost-processing=false, Training Datasets=CC12M, Zero-shot evaluation=true2023.1250.5
CoCuPost-processing=true, Training Datasets=CC3&12M+YFCC, Zero-shot evaluation=true2023.1249.7
GroupViTPost-processing=true, Training Datasets=CC12M+YFCC, Zero-shot evaluation=true2023.1249.5
PGSegPost-processing=true, Training Datasets=CC12M, Zero-shot evaluation=true2023.1249
MixReorgPost-processing=true, Training Datasets=CC12M, Zero-shot evaluation=true2023.1247.9
ViewCoPost-processing=true, Training Datasets=CC12M, Zero-shot evaluation=true2023.1245.7
ZeroSegPost-processing=true, Training Datasets=CC12M+COCO, Zero-shot evaluation=true2023.1240.8
Dong et al.Post-processing=true, Training Datasets=LAION-20M, Zero-shot evaluation=true2023.1238.8
ViL-SegPost-processing=true, Training Datasets=CC12M, Zero-shot evaluation=true2023.1237.3
Dong et al.Post-processing=false, Training Datasets=LAION-20M, Zero-shot evaluation=true2023.1237.2
ReCoPost-processing=false, Training Datasets=ImageNet1K, Zero-shot evaluation=true2023.1227.2
ReCoPost-processing=true, Training Datasets=ImageNet1K, Zero-shot evaluation=true2023.1225.1