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Benchmarks
Open-vocabulary Semantic Segmentation on PASCAL-VOC PAS-20b
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86.3
mIoU
ESC-Net
57.908
65.279
72.65
80.021
Nov 22, 2024
Feb 18, 2025
May 18, 2025
Aug 15, 2025
Nov 12, 2025
Feb 9, 2026
May 9, 2026
mIoU
Updated 22d ago
Evaluation Results
Method
Method
Links
mIoU
ESC-Net
VLM=CLIP ViT-L/14, Tra...
2024.11
86.3
CAT-Seg
VLM=CLIP ViT-L/14, Tra...
2024.11
82.5
ESC-Net
VLM=CLIP ViT-B/16, Tra...
2024.11
80.1
CAT-Seg
VLM=CLIP ViT-B/16, Tra...
2024.11
77.3
HyperCLIP
VLM=CLIP ViT-B/16, Fin...
2026.05
77.1
HyRo
VLM=CLIP ViT-B/16, Fin...
2026.05
76.7
OpenSeg
VLM=ALIGN, Additional...
2024.11
70.2
OpenSeg
VLM=ALIGN, Additional...
2024.11
63.8
OpenSeg
VLM=ALIGN, Additional...
2026.05
63.8
ZegFormer
VLM=CLIP ViT-B/16, Add...
2024.11
62.7
ZegFormer
VLM=CLIP ViT-B/16, Add...
2026.05
62.7
LSeg+
VLM=ALIGN, Additional...
2024.11
59
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