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
1HyperSegmIoU64.6Unverified
2SILCmIoU63.5Unverified
3CAT-SegmIoU63.3Unverified
4MaskCLIP++mIoU62.5Unverified
5CLIPSelfmIoU62.3Unverified
6UMG-CLIP-L/14mIoU61Unverified
7SEDmIoU60.6Unverified
8Mask-AdaptermIoU60.4Unverified
9EBSeg-LmIoU60.2Unverified
10MAFT+mIoU59.4Unverified
#ModelMetricClaimedVerifiedStatus
1UMG-CLIP-E/14mIoU38.2Unverified
2MaskCLIP++mIoU38.2Unverified
3Mask-AdaptermIoU38.2Unverified
4CAT-SegmIoU37.9Unverified
5SILCmIoU37.7Unverified
6UMG-CLIP-L/14mIoU36.1Unverified
7MAFT+mIoU36.1Unverified
8OVSeg + OpenDASmIoU35.8Unverified
9SEDmIoU35.2Unverified
10CLIPSelfmIoU34.5Unverified
#ModelMetricClaimedVerifiedStatus
1UMG-CLIP-E/14mIoU17.3Unverified
2MaskCLIP++mIoU16.8Unverified
3Mask-AdaptermIoU16.2Unverified
4CAT-SegmIoU16Unverified
5UMG-CLIP-L/14mIoU15.4Unverified
6MAFT+mIoU15.1Unverified
7SILCmIoU15Unverified
8PosSAMmIoU14.9Unverified
9FC-CLIPmIoU14.8Unverified
10SCANmIoU14Unverified
#ModelMetricClaimedVerifiedStatus
1UMG-CLIP-L/14mIoU97.9Unverified
2SILCmIoU97.6Unverified
3SCANmIoU97.2Unverified
4CAT-SegmIoU97Unverified
5MaskCLIP++mIoU96.8Unverified
6MAFT+mIoU96.5Unverified
7EBSeg-LmIoU96.4Unverified
8FC-CLIPmIoU95.4Unverified
9OVSeg Swin-BmIoU94.5Unverified
10HyperSegmIoU92.1Unverified
#ModelMetricClaimedVerifiedStatus
1SILCmIoU25.8Unverified
2UMG-CLIP-E/14mIoU25.2Unverified
3MaskCLIP++mIoU23.9Unverified
4CAT-SegmIoU23.8Unverified
5UMG-CLIP-L/14mIoU23.2Unverified
6Mask-AdaptermIoU22.7Unverified
7SEDmIoU22.6Unverified
8MAFT+mIoU21.6Unverified
9EBSeg-LmIoU21Unverified
10FC-CLIPmIoU18.2Unverified
#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
#ModelMetricClaimedVerifiedStatus
1FC-CLIPmIoU56.2Unverified
2SimSegmIoU34.5Unverified
3TTD (TCL)mIoU32Unverified
4CLIP Surgery (CLIP without any fine-tuning)mIoU31.4Unverified
5TTD (MaskCLIP)mIoU27Unverified
#ModelMetricClaimedVerifiedStatus
1UMG-CLIP-E/14mIoU85.4Unverified
2CAT-SegmIoU82.5Unverified
3SILCmIoU82.5Unverified
4FC-CLIPmIoU81.8Unverified
#ModelMetricClaimedVerifiedStatus
1SkySense-OmIoU-43.9Unverified
2SegEarth-OVmIoU-21.7Unverified
#ModelMetricClaimedVerifiedStatus
1PACLmIoU38.8Unverified
#ModelMetricClaimedVerifiedStatus
1SkySense-OmIoU8.3Unverified
#ModelMetricClaimedVerifiedStatus
1SkySense-OmIoU54.1Unverified
#ModelMetricClaimedVerifiedStatus
1SkySense-OmIoU30.89Unverified
#ModelMetricClaimedVerifiedStatus
1SkySense-OmIoU32.12Unverified