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ResearchFormerly WizWand

Open-vocabulary Semantic Segmentation on PASCAL-VOC PAS-20b

86.3mIoUESC-Net
57.90865.27972.6580.021Nov 22, 2024Feb 18, 2025May 18, 2025Aug 15, 2025Nov 12, 2025Feb 9, 2026May 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ESC-NetVLM=CLIP ViT-L/14, Training Dataset=COCO-Stuff, Additional Dataset=false2024.1186.3
CAT-SegVLM=CLIP ViT-L/14, Training Dataset=COCO-Stuff, Additional Dataset=false2024.1182.5
ESC-NetVLM=CLIP ViT-B/16, Training Dataset=COCO-Stuff, Additional Dataset=false2024.1180.1
CAT-SegVLM=CLIP ViT-B/16, Training Dataset=COCO-Stuff, Additional Dataset=false2024.1177.3
HyperCLIPVLM=CLIP ViT-B/16, Fine-tuning Space=H2026.0577.1
HyRoVLM=CLIP ViT-B/16, Fine-tuning Space=H2026.0576.7
OpenSegVLM=ALIGN, Additional Backbone=EfficientNet-B7, Training Dataset=COCO Panoptic, Additional Dataset=true2024.1170.2
OpenSegVLM=ALIGN, Additional Backbone=ResNet-101, Training Dataset=COCO Panoptic, Additional Dataset=true2024.1163.8
OpenSegVLM=ALIGN, Additional Backbone=ResNet-101, Fine-tuning Space=E2026.0563.8
ZegFormerVLM=CLIP ViT-B/16, Additional Backbone=ResNet-101, Training Dataset=COCO-Stuff-156, Additional Dataset=false2024.1162.7
ZegFormerVLM=CLIP ViT-B/16, Additional Backbone=ResNet-101, Fine-tuning Space=E2026.0562.7
LSeg+VLM=ALIGN, Additional Backbone=ResNet-101, Training Dataset=COCO-Stuff, Additional Dataset=false2024.1159