SOTAVerified

Zero Shot Segmentation

Papers

Showing 2130 of 134 papers

TitleStatusHype
Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast ObjectsCode0
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-trainingCode1
Segment to Recognize Robustly -- Enhancing Recognition by Image Decomposition0
Assessing Foundational Medical 'Segment Anything' (Med-SAM1, Med-SAM2) Deep Learning Models for Left Atrial Segmentation in 3D LGE MRI0
3DGS-CD: 3D Gaussian Splatting-based Change Detection for Physical Object RearrangementCode2
ZIM: Zero-Shot Image Matting for AnythingCode3
Zero-Shot Pupil Segmentation with SAM 2: A Case Study of Over 14 Million Images0
Interpreting and Editing Vision-Language Representations to Mitigate HallucinationsCode2
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image SegmentationCode2
Prompt-and-Transfer: Dynamic Class-aware Enhancement for Few-shot Segmentation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Grounded HQ-SAMMean AP49.6Unverified
2Grounded-SAMMean AP46Unverified
3UNINEXTMean AP42.1Unverified
4HIPIEMean AP41.6Unverified
5SANMean AP41.4Unverified
6odiseMean AP38.7Unverified
7OpenSEEDMean AP36.1Unverified
8OpenSDMean AP35.8Unverified
9SGinW_Team (X-Decoder-L)Mean AP32.2Unverified
10SGinW_Team (X-Decoder-B)Mean AP27.7Unverified
#ModelMetricClaimedVerifiedStatus
1COSMOS ViT-B/16mIoU17.7Unverified
2GEM (MetaCLIP)mIoU17.1Unverified
3GEM (CLIP)mIoU15.7Unverified
4CLIPSurgerymIoU12.9Unverified
5MaskCLIPmIoU10.2Unverified