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 9511000 of 5035 papers

TitleStatusHype
Learning Multi-axis Representation in Frequency Domain for Medical Image SegmentationCode1
A Generalized Deep Learning Framework for Whole-Slide Image Segmentation and AnalysisCode1
A Large-Scale Benchmark for Food Image SegmentationCode1
L2B: Learning to Bootstrap Robust Models for Combating Label NoiseCode1
Implementation of a perception system for autonomous vehicles using a detection-segmentation network in SoC FPGACode1
Implicit Anatomical Rendering for Medical Image Segmentation with Stochastic ExpertsCode1
ComBiNet: Compact Convolutional Bayesian Neural Network for Image SegmentationCode1
Argmax Flows and Multinomial Diffusion: Learning Categorical DistributionsCode1
CAMS: Convolution and Attention-Free Mamba-based Cardiac Image SegmentationCode1
A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed SupervisionCode1
Ariadne's Thread:Using Text Prompts to Improve Segmentation of Infected Areas from Chest X-ray imagesCode1
Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing FlowsCode1
Improving Sketch Colorization using Adversarial Segmentation ConsistencyCode1
Semi-supervised Domain Adaptive Medical Image Segmentation through Consistency Regularized Disentangled Contrastive LearningCode1
Improving Semantic Image Segmentation via Label Fusion in Semantically Textured MeshesCode1
Improving Segmentation of Objects with Varying Sizes in Biomedical Images using Instance-wise and Center-of-Instance Segmentation Loss FunctionCode1
Agent Skill Acquisition for Large Language Models via CycleQDCode1
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised AdaptationCode1
Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label PairsCode1
Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image SegmentationCode1
Input Augmentation with SAM: Boosting Medical Image Segmentation with Segmentation Foundation ModelCode1
Inherent Consistent Learning for Accurate Semi-supervised Medical Image SegmentationCode1
InstantDL-An easy-to-use deep learning pipeline for image segmentation and classificationCode1
SeMLaPS: Real-time Semantic Mapping with Latent Prior Networks and Quasi-Planar SegmentationCode1
Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image SegmentationCode1
A context based deep learning approach for unbalanced medical image segmentationCode1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image SegmentationCode1
Complementary consistency semi-supervised learning for 3D left atrial image segmentationCode1
Learning Topological Interactions for Multi-Class Medical Image SegmentationCode1
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image SegmentationCode1
A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical ImagingCode1
CompNet: Complementary Segmentation Network for Brain MRI ExtractionCode1
Learning from Noisy Pseudo-labels for All-Weather Land Cover MappingCode1
Interactive Object Segmentation in 3D Point CloudsCode1
Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scansCode1
SiamSeg: Self-Training with Contrastive Learning for Unsupervised Domain Adaptation Semantic Segmentation in Remote SensingCode1
A self-supervised learning strategy for postoperative brain cavity segmentation simulating resectionsCode1
Inter Extreme Points Geodesics for End-to-End Weakly Supervised Image SegmentationCode1
Interfacing Foundation Models' EmbeddingsCode1
InterFormer: Real-time Interactive Image SegmentationCode1
Learning from partially labeled data for multi-organ and tumor segmentationCode1
Is segmentation uncertainty useful?Code1
ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical ContrastCode1
Source-Free Domain Adaptation for Image SegmentationCode1
A high-order focus interaction model and oral ulcer dataset for oral ulcer segmentationCode1
Stitching, Fine-tuning, Re-training: A SAM-enabled Framework for Semi-supervised 3D Medical Image SegmentationCode1
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical StructuresCode1
3D-UCaps: 3D Capsules Unet for Volumetric Image SegmentationCode1
Learning Euler's Elastica Model for Medical Image SegmentationCode1
Learning Fuzzy Clustering for SPECT/CT Segmentation via Convolutional Neural NetworksCode1
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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