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

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Showing 2501–2550 of 5035 papers

TitleStatusHype
Attentive Symmetric Autoencoder for Brain MRI SegmentationCode1
CNN based Intelligent Streetlight Management Using Smart CCTV Camera and Semantic SegmentationCode0
Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural NetworksCode0
Can segmentation models be trained with fully synthetically generated data?—0
Contrastive Re-localization and History Distillation in Federated CMR Segmentation—0
Whole-Body Lesion Segmentation in 18F-FDG PET/CTCode0
Weakly Supervised Medical Image Segmentation With Soft Labels and Noise Robust Loss—0
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation—0
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp SegmentationCode1
Medical Image Segmentation using LeViT-UNet++: A Case Study on GI Tract Data—0
Rethinking the Unpretentious U-net for Medical Ultrasound Image SegmentationCode1
Landmark-free Statistical Shape Modeling via Neural Flow DeformationsCode1
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends—0
Label Refinement Network from Synthetic Error Augmentation for Medical Image SegmentationCode0
SFS-A68: a dataset for the segmentation of space functions in apartment buildingsCode0
A Clustering Method Based on Information Entropy Payload—0
High-resolution semantically-consistent image-to-image translation—0
Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning—0
DOMINO: Domain-aware Model Calibration in Medical Image SegmentationCode1
On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution RobustnessCode0
Calibrating Segmentation Networks with Margin-based Label SmoothingCode0
Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANsCode0
Crosslink-Net: Double-Branch Encoder Network via Fusing Vertical and Horizontal Convolutions for Medical Image SegmentationCode0
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers—0
An evaluation of U-Net in Renal Structure Segmentation—0
Multi-task Swin Transformer for Motion Artifacts Classification and Cardiac Magnetic Resonance Image Segmentation—0
Source-Free Unsupervised Domain Adaptation with Norm and Shape Constraints for Medical Image Segmentation—0
Mayfly optimization with deep learning enabled retinal fundus image classification model—0
Self-Supervised Pretraining for 2D Medical Image SegmentationCode1
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology imagesCode1
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI—0
Airway Tree Modeling Using Dual-channel 3D UNet 3+ with Vesselness Prior—0
Boundary-Aware Network for Abdominal Multi-Organ SegmentationCode1
Label Propagation for 3D Carotid Vessel Wall Segmentation and Atherosclerosis DiagnosisCode1
Boundary-Aware Network for Kidney ParsingCode1
Segmentation of Parotid Gland Tumors Using Multimodal MRI and Contrastive Learning—0
Seg4Reg+: Consistency Learning between Spine Segmentation and Cobb Angle Regression—0
Riesz-Quincunx-UNet Variational Auto-Encoder for Satellite Image DenoisingCode0
Multi-Modality Abdominal Multi-Organ Segmentation with Deep Supervised 3D Segmentation Model—0
Cats: Complementary CNN and Transformer Encoders for Segmentation—0
ForestEyes Project: Conception, Enhancements, and Challenges—0
Q-Net: Query-Informed Few-Shot Medical Image SegmentationCode1
Deep Structural Causal Shape Models—0
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical ImageCode0
Efficient Self-Supervision using Patch-based Contrastive Learning for Histopathology Image SegmentationCode0
Split-U-Net: Preventing Data Leakage in Split Learning for Collaborative Multi-Modal Brain Tumor Segmentation—0
Persuasion Strategies in AdvertisementsCode1
PyMIC: A deep learning toolkit for annotation-efficient medical image segmentationCode2
Low-light Enhancement Method Based on Attention Map Net—0
EAA-Net: Rethinking the Autoencoder Architecture with Intra-class Features for Medical Image Segmentation—0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

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