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Unsupervised Semantic Segmentation With
Unsupervised Semantic Segmentation With 9
Unsupervised Semantic Segmentation With 9
평가 지표
mIoU
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
mIoU
Paper Title
Repository
MaskCLIP
16.4
Extract Free Dense Labels from CLIP
TCL
22.4
Learning to Generate Text-grounded Mask for Open-world Semantic Segmentation from Only Image-Text Pairs
TTD (MaskCLIP)
19.4
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias
COSMOS ViT-B/16
23.2
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training
TagAlign
25.3
TagAlign: Improving Vision-Language Alignment with Multi-Tag Classification
ReCo
14.8
ReCo: Retrieve and Co-segment for Zero-shot Transfer
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Trident
28.6
Harnessing Vision Foundation Models for High-Performance, Training-Free Open Vocabulary Segmentation
TTD (TCL)
23.7
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias
ProxyCLIP
26.8
ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary Segmentation
GroupViT
11.1
GroupViT: Semantic Segmentation Emerges from Text Supervision
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