SOTAVerified

Open Vocabulary Semantic Segmentation

Papers

Showing 110 of 113 papers

TitleStatusHype
Personalized OVSS: Understanding Personal Concept in Open-Vocabulary Semantic Segmentation0
ReME: A Data-Centric Framework for Training-Free Open-Vocabulary SegmentationCode1
Leveraging Depth and Language for Open-Vocabulary Domain-Generalized Semantic SegmentationCode1
Test-Time Adaptation of Vision-Language Models for Open-Vocabulary Semantic SegmentationCode1
A Survey on Training-free Open-Vocabulary Semantic Segmentation0
OpenSeg-R: Improving Open-Vocabulary Segmentation via Step-by-Step Visual ReasoningCode1
DPSeg: Dual-Prompt Cost Volume Learning for Open-Vocabulary Semantic Segmentation0
Show or Tell? A Benchmark To Evaluate Visual and Textual Prompts in Semantic SegmentationCode1
FLOSS: Free Lunch in Open-vocabulary Semantic SegmentationCode1
RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Radiology with Zero-Shot Multi-Task Capability0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1POMPHIoU39.1Unverified
2ZSSegHIoU37.8Unverified
3ZegFormerHIoU34.8Unverified
4TTD (TCL)mIoU23.7Unverified
5LaVGmIoU23.2Unverified
6CLIP Surgery (original CLIP without any fine-tuning)mIoU21.9Unverified
7TTD (MaskCLIP)mIoU19.4Unverified