SOTAVerified

Zero-Shot Semantic Segmentation

Papers

Showing 21–30 of 60 papers

TitleStatusHype
SCLIP: Rethinking Self-Attention for Dense Vision-Language InferenceCode1
SAM-CLIP: Merging Vision Foundation Models towards Semantic and Spatial Understanding—0
CLIP Is Also a Good Teacher: A New Learning Framework for Inductive Zero-shot Semantic Segmentation—0
An easy zero-shot learning combination: Texture Sensitive Semantic Segmentation IceHrNet and Advanced Style Transfer Learning StrategyCode0
CLIP-DIY: CLIP Dense Inference Yields Open-Vocabulary Semantic Segmentation For-FreeCode1
Masked Momentum Contrastive Learning for Zero-shot Semantic Understanding—0
MixReorg: Cross-Modal Mixed Patch Reorganization is a Good Mask Learner for Open-World Semantic Segmentation—0
What a MESS: Multi-Domain Evaluation of Zero-Shot Semantic SegmentationCode1
Exploring Open-Vocabulary Semantic Segmentation without Human Labels—0
Interactive Segment Anything NeRF with Feature Imitation—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OTSeg+Transductive Setting hIoU49.8—Unverified
2CLIP-RCTransductive Setting hIoU49.7—Unverified
3OTSegTransductive Setting hIoU49.5—Unverified
4ZegCLIPTransductive Setting hIoU48.5—Unverified
5MVP-SEG+Transductive Setting hIoU45.5—Unverified
6FreeSegTransductive Setting hIoU45.3—Unverified
7MaskCLIP+Transductive Setting hIoU45—Unverified
8zssegTransductive Setting hIoU41.5—Unverified
9DeOPInductive Setting hIoU38.2—Unverified
10STRICTTransductive Setting hIoU34.8—Unverified
#ModelMetricClaimedVerifiedStatus
1CAT-Seg-LMean IoU38.14—Unverified
2CAT-Seg-HMean IoU35.66—Unverified
3CAT-Seg-BMean IoU33.74—Unverified
4SAN-LMean IoU30.06—Unverified
5Grounded-SAM-LMean IoU29.05—Unverified
6Grounded-SAM-HMean IoU28.78—Unverified
7Grounded-SAM-BMean IoU28.52—Unverified
8OVSeg-LMean IoU26.94—Unverified
9SAN-BMean IoU26.74—Unverified
10OpenSeeD-TMean IoU24.33—Unverified
#ModelMetricClaimedVerifiedStatus
1OTSeg+Transductive Setting hIoU94.4—Unverified
2OTSegTransductive Setting hIoU94.2—Unverified
3CLIP-RCTransductive Setting hIoU93—Unverified
4ZegCLIPTransductive Setting hIoU91.1—Unverified
5MaskCLIP+Transductive Setting hIoU87.4—Unverified
6FreeSegTransductive Setting hIoU86.9—Unverified
7DeOpInductive Setting hIoU80.8—Unverified
8zssegTransductive Setting hIoU79.3—Unverified
9ZegFormerInductive Setting hIoU73.3—Unverified
10STRICTTransductive Setting hIoU49.8—Unverified
#ModelMetricClaimedVerifiedStatus
1MAFTunseen mIoU8.7—Unverified