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ResearchFormerly WizWand

Unsupervised open-vocabulary semantic segmentation on Pascal Context (val)

43.5mIoUFreeDA (ViT-L)
17.70824.40431.137.796Apr 9, 2024
Updated 8mo ago

Evaluation results

MethodLinks
FreeDA (ViT-L)PAMR=false, Training Dataset=COCO Captions, Total Parameters (M)=732, Trainable Parameters (M)=0, Similarity=Visual2024.0443.5
FreeDA (ViT-B)PAMR=false, Training Dataset=COCO Captions, Total Parameters (M)=236.1, Trainable Parameters (M)=0, Similarity=Visual2024.0443.1
FreeDA (ViT-L)PAMR=false2024.0438.3
TCLPAMR=true, Training Dataset=CC3M+CC12M, Total Parameters (M)=178.3, Trainable Parameters (M)=21.7, Similarity=Visual2024.0433.9
OVDiffPAMR=false, Total Parameters (M)=1226.4, Trainable Parameters (M)=0, Similarity=Visual2024.0433.7
TCLPAMR=true, Training Dataset=CC3M+CC12M2024.0430.4
TCLPAMR=false, Training Dataset=CC3M+CC12M, Total Parameters (M)=178.3, Trainable Parameters (M)=21.7, Similarity=Textual2024.0430.3
MaskCLIPPAMR=false, Total Parameters (M)=291, Trainable Parameters (M)=0, Similarity=Textual2024.0426.4
MaskCLIPPAMR=true, Total Parameters (M)=291, Trainable Parameters (M)=0, Similarity=Textual2024.0425.3
SegCLIPPAMR=false, Training Dataset=CC3M+COCO Captions2024.0424.7
ReCoPAMR=true, Training Dataset=ImageNet1k, Total Parameters (M)=313, Trainable Parameters (M)=0, Similarity=Visual2024.0424.7
TCLPAMR=false, Training Dataset=CC3M+CC12M2024.0424.3
GroupViTPAMR=true, Training Dataset=CC12M+YFCC, Total Parameters (M)=55.8, Trainable Parameters (M)=55.8, Similarity=Visual2024.0423.8
MaskCLIPPAMR=false2024.0423.6
GroupViTPAMR=false, Training Dataset=CC12M+RedCaps, Total Parameters (M)=55.8, Trainable Parameters (M)=55.8, Similarity=Textual2024.0423.4
ViewCoPAMR=false, Training Dataset=CC12M+YFCC2024.0423
MaskCLIPPAMR=true2024.0422.6
ReCoPAMR=false, Training Dataset=ImageNet1k, Total Parameters (M)=313, Trainable Parameters (M)=0, Similarity=Visual2024.0422.3
OVSegmentorPAMR=false, Training Dataset=CC4M2024.0420.4
ReCoPAMR=false2024.0419.9
GroupViTPAMR=true, Training Dataset=CC12M+YFCC2024.0419
GroupViTPAMR=false, Training Dataset=CC12M+RedCaps2024.0418.7