SOTAVerified

Segmentation

Papers

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Showing 326–350 of 13072 papers

TitleStatusHype
PathSeqSAM: Sequential Modeling for Pathology Image Segmentation with SAM2Code0
Multi-Modal Brain Tumor Segmentation via 3D Multi-Scale Self-attention and Cross-attention—0
A Unified Loss for Handling Inter-Class and Intra-Class Imbalance in Medical Image SegmentationCode0
Do Segmentation Models Understand Vascular Structure? A Blob-Based XAI Framework—0
Hands-On: Segmenting Individual Signs from Continuous Sequences—0
ZS-VCOS: Zero-Shot Outperforms Supervised Video Camouflaged Object SegmentationCode0
HoloPart: Generative 3D Part Amodal Segmentation—0
RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Radiology with Zero-Shot Multi-Task Capability—0
Conditional Conformal Risk Adaptation—0
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging—0
MovSAM: A Single-image Moving Object Segmentation Framework Based on Deep ThinkingCode0
Leveraging Anatomical Priors for Automated Pancreas Segmentation on Abdominal CT—0
CTI-Unet: Cascaded Threshold Integration for Improved U-Net Segmentation of Pathology Images—0
HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention ModelingCode1
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image SegmentationCode0
S^4M: Boosting Semi-Supervised Instance Segmentation with SAM—0
The 1st Solution for 4th PVUW MeViS Challenge: Unleashing the Potential of Large Multimodal Models for Referring Video SegmentationCode5
CMaP-SAM: Contraction Mapping Prior for SAM-driven Few-shot Segmentation—0
CALF: A Conditionally Adaptive Loss Function to Mitigate Class-Imbalanced Segmentation—0
Here Comes the Explanation: A Shapley Perspective on Multi-contrast Medical Image Segmentation—0
SAM2MOT: A Novel Paradigm of Multi-Object Tracking by SegmentationCode2
UCS: A Universal Model for Curvilinear Structure Segmentation—0
Performance Analysis of Deep Learning Models for Femur Segmentation in MRI Scan—0
MedSAM2: Segment Anything in 3D Medical Images and VideosCode4
FLAIRBrainSeg: Fine-grained brain segmentation using FLAIR MRI only—0
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All datasetsSA-1B.MFSDMMFloodSimGas

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1unSAM+ (Semi-supervised)Average Precision42.8—Unverified
2SAMAverage Precision38.9—Unverified
#ModelMetricClaimedVerifiedStatus
1HNN10%20—Unverified
#ModelMetricClaimedVerifiedStatus
1ABANetF1 Score96.82—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet50 + DeepLabV3+F1 score0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1LangGasIoU0.69—Unverified