List your company
ResearchFormerly WizWand

Unsupervised Open-vocabulary Semantic Segmentation on Pascal VOC 2012 (val)

87.9mIoUFreeDA (ViT-L)
56.49264.64672.880.954Apr 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=Visual2024.0487.9
FreeDA (ViT-B)PAMR=false, Training Dataset=COCO Captions, Total Parameters (M)=236.1, Trainable Parameters (M)=0, Similarity=Visual2024.0485.6
TCLPAMR=true, Training Dataset=CC3M+CC12M, Total Parameters (M)=178.3, Trainable Parameters (M)=21.7, Similarity=Visual2024.0483.2
OVDiffPAMR=false, Total Parameters (M)=1226.4, Trainable Parameters (M)=0, Similarity=Visual2024.0481.7
GroupViTPAMR=true, Training Dataset=CC12M+YFCC, Total Parameters (M)=55.8, Trainable Parameters (M)=55.8, Similarity=Visual2024.0481.5
GroupViTPAMR=false, Training Dataset=CC12M+RedCaps, Total Parameters (M)=55.8, Trainable Parameters (M)=55.8, Similarity=Textual2024.0479.7
TCLPAMR=false, Training Dataset=CC3M+CC12M, Total Parameters (M)=178.3, Trainable Parameters (M)=21.7, Similarity=Textual2024.0477.5
MaskCLIPPAMR=false, Total Parameters (M)=291, Trainable Parameters (M)=0, Similarity=Textual2024.0474.9
MaskCLIPPAMR=true, Total Parameters (M)=291, Trainable Parameters (M)=0, Similarity=Textual2024.0472.1
ReCoPAMR=true, Training Dataset=ImageNet1k, Total Parameters (M)=313, Trainable Parameters (M)=0, Similarity=Visual2024.0462.4
ReCoPAMR=false, Training Dataset=ImageNet1k, Total Parameters (M)=313, Trainable Parameters (M)=0, Similarity=Visual2024.0457.7