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 37513800 of 5035 papers

TitleStatusHype
Deep LOGISMOS: Deep Learning Graph-based 3D Segmentation of Pancreatic Tumors on CT scans0
Deeply Learning the Messages in Message Passing Inference0
Deeply Self-Supervised Contour Embedded Neural Network Applied to Liver Segmentation0
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images0
Deep Multi-Magnification Networks for Multi-Class Breast Cancer Image Segmentation0
Deep Multiphase Level Set for Scene Parsing0
Deep Multi-Scale U-Net Architecture and Label-Noise Robust Training Strategies for Histopathological Image Segmentation0
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy0
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation0
Deep Neural Patchworks: Coping with Large Segmentation Tasks0
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception0
DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method0
Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey0
Deep Retinal Image Segmentation with Regularization Under Geometric Priors0
DeepSaliency: Multi-Task Deep Neural Network Model for Salient Object Detection0
Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels0
Deep Semantic Segmentation of Natural and Medical Images: A Review0
Deep Structural Causal Shape Models0
Deep Superpixel Cut for Unsupervised Image Segmentation0
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation0
Deep Tiered Image Segmentation For Detecting Internal Ice Layers in Radar Imagery0
DeepTriNet: A Tri-Level Attention Based DeepLabv3+ Architecture for Semantic Segmentation of Satellite Images0
Deformable Attentive Visual Enhancement for Referring Segmentation Using Vision-Language Model0
Denoising Plane Wave Ultrasound Images Using Diffusion Probabilistic Models0
Dense 3D Visual Mapping via Semantic Simplification0
Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation0
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation0
Dense Self-Supervised Learning for Medical Image Segmentation0
Dense Semantic Image Segmentation with Objects and Attributes0
Dense Transformer Networks for Brain Electron Microscopy Image Segmentation0
DenseVLM: A Retrieval and Decoupled Alignment Framework for Open-Vocabulary Dense Prediction0
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation0
Depth-wise layering of 3d images using dense depth maps: a threshold based approach0
Derivate-based Component-Trees for Multi-Channel Image Segmentation0
Deshadow-Anything: When Segment Anything Model Meets Zero-shot shadow removal0
DeshadowGAN: A Deep Learning Approach to Remove Shadows from Optical Coherence Tomography Images0
Detect-and-Segment: a Deep Learning Approach to Automate Wound Image Segmentation0
Detecting Abnormal Health Conditions in Smart Home Using a Drone0
Detecting Deepfake-Forged Contents with Separable Convolutional Neural Network and Image Segmentation0
Detecting diabetic retinopathy severity through fundus images using an ensemble of classifiers0
Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-specific Atlas Maps0
Joint 2D to 3D image registration workflow for comparing multiple slice photographs and CT scans of apple fruit with internal disorders0
Detection and Tracking of Liquids with Fully Convolutional Networks0
Detection of Customer Interested Garments in Surveillance Video using Computer Vision0
Detection of Late Blight Disease in Tomato Leaf Using Image Processing Techniques0
Detection of Malfunctioning Modules in Photovoltaic Power Plants using Unsupervised Feature Clustering Segmentation Algorithm0
Development of an algorithm for medical image segmentation of bone tissue in interaction with metallic implants0
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization0
DGNet: Distribution Guided Efficient Learning for Oil Spill Image Segmentation0
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation0
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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