SOTAVerified

Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Showing 47014750 of 5035 papers

TitleStatusHype
Domain Adaptation for the Segmentation of Confidential Medical ImagesCode0
Privacy Preserving Federated Learning in Medical Imaging with Uncertainty EstimationCode0
SHREC 2022: pothole and crack detection in the road pavement using images and RGB-D dataCode0
Probabilistic Domain Adaptation for Biomedical Image SegmentationCode0
Towards Resilient and Secure Smart Grids against PMU Adversarial Attacks: A Deep Learning-Based Robust Data Engineering ApproachCode0
DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image SegmentationCode0
Towards Robust General Medical Image SegmentationCode0
UnSegMedGAT: Unsupervised Medical Image Segmentation using Graph Attention Networks ClusteringCode0
Historical Document Image Segmentation with LDA-Initialized Deep Neural NetworksCode0
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGANCode0
Boundary-weighted Domain Adaptive Neural Network for Prostate MR Image SegmentationCode0
Anchor Diffusion for Unsupervised Video Object SegmentationCode0
DBF-Net: A Dual-Branch Network with Feature Fusion for Ultrasound Image SegmentationCode0
Prohibited Items Segmentation via Occlusion-aware Bilayer ModelingCode0
High-Throughput Phenotyping using Computer Vision and Machine LearningCode0
Anatomical Priors for Image Segmentation via Post-Processing with Denoising AutoencodersCode0
Data-driven approaches for electrical impedance tomography image segmentation from partial boundary dataCode0
Towards Surgical Context Inference and Translation to GesturesCode0
Higher-Order Ratio Cycles for Fast and Globally Optimal Shape MatchingCode0
Hierarchical Superpixel Segmentation via Structural Information TheoryCode0
Simple is what you need for efficient and accurate medical image segmentationCode0
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual SegmentationCode0
Hierarchical Roofline Performance Analysis for Deep Learning ApplicationsCode0
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image SegmentationCode0
SimSAM: Zero-shot Medical Image Segmentation via Simulated InteractionCode0
Visual Boundary Knowledge Translation for Foreground SegmentationCode0
Datacube segmentation via Deep Spectral ClusteringCode0
Simulation of Brain Resection for Cavity Segmentation Using Self-Supervised and Semi-Supervised LearningCode0
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage ResearchCode0
Heuristic Dropout: An Efficient Regularization Method for Medical Image Segmentation ModelsCode0
HeMIS: Hetero-Modal Image SegmentationCode0
Unsupervised bias discovery in medical image segmentationCode0
Data augmentation using learned transformations for one-shot medical image segmentationCode0
Boundary Loss for Remote Sensing Imagery Semantic SegmentationCode0
HELPNet: Hierarchical Perturbations Consistency and Entropy-guided Ensemble for Scribble Supervised Medical Image SegmentationCode0
Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI SegmentationCode0
H-DenseUNet: Hybrid Densely Connected UNet for Liver and Tumor Segmentation from CT VolumesCode0
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image SegmentationCode0
Single-shot Tomography of Discrete Dynamic ObjectsCode0
DAM-AL: Dilated Attention Mechanism with Attention Loss for 3D Infant Brain Image SegmentationCode0
Towards Universal Text-driven CT Image SegmentationCode0
HATs: Hierarchical Adaptive Taxonomy Segmentation for Panoramic Pathology Image AnalysisCode0
Harmony-Search and Otsu based System for Coronavirus Disease (COVID-19) Detection using Lung CT Scan ImagesCode0
Prototype Learning for Out-of-Distribution Polyp SegmentationCode0
SJTU:Spatial judgments in multimodal models towards unified segmentation through coordinate detectionCode0
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency ModelingCode0
An Automatic Nuclei Image Segmentation Based on Multi-Scale Split-Attention U-NetCode0
Achieving state-of-the-art performance in the Medical Out-of-Distribution (MOOD) challenge using plausible synthetic anomaliesCode0
An Automatic Cardiac Segmentation Framework based on Multi-sequence MR ImageCode0
Visual Context-Aware Person Fall DetectionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92Unverified
2HetNetIoU0.83Unverified
3PMDIoU0.82Unverified
4SANetIoU0.8Unverified
5MirrorNetIoU0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73Unverified
2HetNetIoU0.69Unverified
3SANetIoU0.67Unverified
4PMDIoU0.66Unverified
5MirrorNetIoU0.59Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8Unverified
2MAS-SAMmIoU0.79Unverified
3MASNetmIoU0.74Unverified
4ZoomNetmIoU0.74Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8Unverified
2PPSmIoUPartS58.6Unverified
3HIPIE (ResNet-50)mIoUPartS57.2Unverified
4JPPFmIoUPartS54.4Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74Unverified
2SAM2-UNetmIoU0.74Unverified
3MASNetmIoU0.73Unverified
4ZoomNetmIoU0.73Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6Unverified
2OneNete,4-SmAP0.552.75Unverified
3OneNeted,4mIoU14.9Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98Unverified
2PALEDDice0.98Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67Unverified
2UNetIoU0.57Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97Unverified