SOTAVerified

Zero Shot Segmentation

Papers

Showing 1–10 of 134 papers

TitleStatusHype
Compress Any Segment Anything Model (SAM)Code1
Foundation Models for Zero-Shot Segmentation of Scientific Images without AI-Ready Data—0
MRI-CORE: A Foundation Model for Magnetic Resonance Imaging—0
Textile Analysis for Recycling Automation using Transfer Learning and Zero-Shot Foundation Models—0
Zero-Shot Tree Detection and Segmentation from Aerial Forest ImageryCode1
Removing Watermarks with Partial Regeneration using Semantic InformationCode0
Adapting a Segmentation Foundation Model for Medical Image Classification—0
AI-Driven Segmentation and Analysis of Microbial Cells—0
3D-PointZshotS: Geometry-Aware 3D Point Cloud Zero-Shot Semantic Segmentation Narrowing the Visual-Semantic GapCode0
SynthFM: Training Modality-agnostic Foundation Models for Medical Image Segmentation without Real Medical Data—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Grounded HQ-SAMMean AP49.6—Unverified
2Grounded-SAMMean AP46—Unverified
3UNINEXTMean AP42.1—Unverified
4HIPIEMean AP41.6—Unverified
5SANMean AP41.4—Unverified
6odiseMean AP38.7—Unverified
7OpenSEEDMean AP36.1—Unverified
8OpenSDMean AP35.8—Unverified
9SGinW_Team (X-Decoder-L)Mean AP32.2—Unverified
10SGinW_Team (X-Decoder-B)Mean AP27.7—Unverified
#ModelMetricClaimedVerifiedStatus
1COSMOS ViT-B/16mIoU17.7—Unverified
2GEM (MetaCLIP)mIoU17.1—Unverified
3GEM (CLIP)mIoU15.7—Unverified
4CLIPSurgerymIoU12.9—Unverified
5MaskCLIPmIoU10.2—Unverified