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 851900 of 5035 papers

TitleStatusHype
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image SegmentationCode1
Towards a Guideline for Evaluation Metrics in Medical Image SegmentationCode1
L2B: Learning to Bootstrap Robust Models for Combating Label NoiseCode1
A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image DehazingCode1
Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image SegmentationCode1
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label FusionCode1
Enhancing Organ at Risk Segmentation with Improved Deep Neural NetworksCode1
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image SegmentationCode1
An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image SegmentationCode1
Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image SegmentationCode1
Möbius Convolutions for Spherical CNNsCode1
An Active Contour Model Using Matched Filter and Hessian Matrix for Retinal Vessels SegmentationCode1
DocSegTr: An Instance-Level End-to-End Document Image Segmentation TransformerCode1
Auto-Compressing Subset Pruning for Semantic Image SegmentationCode1
MISeval: a Metric Library for Medical Image Segmentation EvaluationCode1
SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentationCode1
Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image SegmentationCode1
Improving Across-Dataset Brain Tissue Segmentation Using TransformerCode1
Transformer and CNN Hybrid Deep Neural Network for Semantic Segmentation of Very-High-Resolution Remote Sensing ImageryCode1
Contrastive Pretraining for Echocardiography Segmentation with Limited DataCode1
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea SegmentationCode1
MARIDA: A benchmark for Marine Debris detection from Sentinel-2 remote sensing dataCode1
GPU-Net: Lightweight U-Net with more diverse featuresCode1
Effect of Prior-based Losses on Segmentation Performance: A BenchmarkCode1
D-Former: A U-shaped Dilated Transformer for 3D Medical Image SegmentationCode1
Cross-Patch Dense Contrastive Learning for Semi-Supervised Segmentation of Cellular Nuclei in Histopathologic ImagesCode1
ISDNet: Integrating Shallow and Deep Networks for Efficient Ultra-High Resolution SegmentationCode1
FocusCut: Diving Into a Focus View in Interactive SegmentationCode1
Augmenting Convolutional networks with attention-based aggregationCode1
Omni-Seg: A Single Dynamic Network for Multi-label Renal Pathology Image Segmentation using Partially Labeled DataCode1
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual NormalizationCode1
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR ImagesCode1
Image Segmentation Using Text and Image PromptsCode1
Two-Parameter CFAR Ship Detection Algorithm Based on Rayleigh Distribution in SAR ImagesCode1
Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRICode1
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net modelsCode1
Diffusion Models for Implicit Image Segmentation EnsemblesCode1
LAVT: Language-Aware Vision Transformer for Referring Image SegmentationCode1
SegDiff: Image Segmentation with Diffusion Probabilistic ModelsCode1
CRIS: CLIP-Driven Referring Image SegmentationCode1
Modeling Annotator Preference and Stochastic Annotation Error for Medical Image SegmentationCode1
Causality-inspired Single-source Domain Generalization for Medical Image SegmentationCode1
FedCV: A Federated Learning Framework for Diverse Computer Vision TasksCode1
Improving Semantic Image Segmentation via Label Fusion in Semantically Textured MeshesCode1
One-shot Weakly-Supervised Segmentation in Medical ImagesCode1
Panoptic Segmentation: A ReviewCode1
The Emergence of Objectness: Learning Zero-Shot Segmentation from VideosCode1
Mixed Transformer U-Net For Medical Image SegmentationCode1
Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration NetworkCode1
Segmentation of 2D Brain MR ImagesCode1
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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