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الرئيسية
SOTA
Unsupervised Semantic Segmentation With
Unsupervised Semantic Segmentation With 4
Unsupervised Semantic Segmentation With 4
المقاييس
Mean IoU (val)
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اسم النموذج
Mean IoU (val)
Paper Title
Repository
COSMOS ViT-B/16
17.7
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training
TagAlign
17.3
TagAlign: Improving Vision-Language Alignment with Multi-Tag Classification
TTD (TCL)
17.0
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias
GroupViT (RedCaps)
9.2
GroupViT: Semantic Segmentation Emerges from Text Supervision
ReCo
11.2
ReCo: Retrieve and Co-segment for Zero-shot Transfer
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Trident
26.7
Harnessing Vision Foundation Models for High-Performance, Training-Free Open Vocabulary Segmentation
ProxyCLIP
24.2
ProxyCLIP: Proxy Attention Improves CLIP for Open-Vocabulary Segmentation
TCL
17.1
Learning to Generate Text-grounded Mask for Open-world Semantic Segmentation from Only Image-Text Pairs
TTD (MaskCLIP)
12.7
TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias
MaskCLIP
9.8
Extract Free Dense Labels from CLIP
CLIPpy ViT-B
13.5
Perceptual Grouping in Contrastive Vision-Language Models
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