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 401450 of 5035 papers

TitleStatusHype
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation NetworkCode1
Stitching, Fine-tuning, Re-training: A SAM-enabled Framework for Semi-supervised 3D Medical Image SegmentationCode1
BoundarySqueeze: Image Segmentation as Boundary SqueezingCode1
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 ChallengesCode1
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With SupervoxelsCode1
FedCV: A Federated Learning Framework for Diverse Computer Vision TasksCode1
Echo from noise: synthetic ultrasound image generation using diffusion models for real image segmentationCode1
Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image SegmentationCode1
ComBiNet: Compact Convolutional Bayesian Neural Network for Image SegmentationCode1
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image SegmentationCode1
Complementary consistency semi-supervised learning for 3D left atrial image segmentationCode1
Few Shot Medical Image Segmentation with Cross Attention TransformerCode1
CompNet: Complementary Segmentation Network for Brain MRI ExtractionCode1
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scansCode1
A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image DehazingCode1
1M parameters are enough? A lightweight CNN-based model for medical image segmentationCode1
Learning Hierarchical Image Segmentation For Recognition and By RecognitionCode1
Continual Hippocampus Segmentation with TransformersCode1
Efficient Inference in Fully Connected CRFs with Gaussian Edge PotentialsCode1
Conditional Diffusion Models for Weakly Supervised Medical Image SegmentationCode1
MD Loss: Efficient Training of 3D Seismic Fault Segmentation Network under Sparse Labels by Weakening Anomaly AnnotationCode1
Flow-based Video Segmentation for Human Head and ShouldersCode1
Mutual Consistency Learning for Semi-supervised Medical Image SegmentationCode1
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image SegmentationCode1
Continual atlas-based segmentation of prostate MRICode1
An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate SegmentationCode1
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language ModelsCode1
Context-Aware Pseudo-Label Refinement for Source-Free Domain Adaptive Fundus Image SegmentationCode1
Medical Image Segmentation via Unsupervised Convolutional Neural NetworkCode1
Focused and Collaborative Feedback Integration for Interactive Image SegmentationCode1
A One Stop 3D Target Reconstruction and multilevel Segmentation MethodCode1
AerialFormer: Multi-resolution Transformer for Aerial Image SegmentationCode1
AeroReformer: Aerial Referring Transformer for UAV-based Referring Image SegmentationCode1
Continual Learning for Image Segmentation with Dynamic QueryCode1
A Partially Reversible U-Net for Memory-Efficient Volumetric Image SegmentationCode1
Contrastive Grouping with Transformer for Referring Image SegmentationCode1
FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image SegmentationCode1
Frequency Domain Adversarial Training for Robust Volumetric Medical SegmentationCode1
Dynamic Dictionary Learning for Remote Sensing Image SegmentationCode1
Boundary-Aware Network for Kidney ParsingCode1
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical StructuresCode1
Contrastive Registration for Unsupervised Medical Image SegmentationCode1
FusionU-Net: U-Net with Enhanced Skip Connection for Pathology Image SegmentationCode1
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image SegmentationCode1
CAMS: Convolution and Attention-Free Mamba-based Cardiac Image SegmentationCode1
GazeSAM: What You See is What You SegmentCode1
E1D3 U-Net for Brain Tumor Segmentation: Submission to the RSNA-ASNR-MICCAI BraTS 2021 ChallengeCode1
Boundary-Aware Network for Abdominal Multi-Organ SegmentationCode1
Affinity Fusion Graph-based Framework for Natural Image SegmentationCode1
DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image SegmentationCode1
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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