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
Central object segmentation by deep learning for fruits and other roundish objectsCode0
Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation0
3D B-mode ultrasound speckle reduction using deep learning for 3D registration applications0
Meta-DRN: Meta-Learning for 1-Shot Image Segmentation0
Regression of Instance Boundary by Aggregated CNN and GCN0
State-of-The-Art Fuzzy Active Contour Models for Image Segmentation0
Semantic Context Encoding for Accurate 3D Point Cloud Segmentation0
Neural Style Transfer for Remote Sensing0
Weakly Supervised Minirhizotron Image Segmentation with MIL-CAM0
Heatmap-based Vanishing Point boosts Lane Detection0
Learning To Pay Attention To MistakesCode0
Reliable Tuberculosis Detection using Chest X-ray with Deep Learning, Segmentation and Visualization0
Efficient OCT Image Segmentation Using Neural Architecture Search0
Autonomous Removal of Perspective Distortion of Elevator Button Images based on Corner Detection0
Greenhouse Segmentation on High-Resolution Optical Satellite Imagery using Deep Learning Techniques0
End-to-End Trainable Deep Active Contour Models for Automated Image Segmentation: Delineating Buildings in Aerial Imagery0
AinnoSeg: Panoramic Segmentation with High Perfomance0
Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image Segmentation0
Self-similarity Student for Partial Label Histopathology Image Segmentation0
Beyond Single Stage Encoder-Decoder Networks: Deep Decoders for Semantic Image Segmentation0
Superpixel-Guided Label Softening for Medical Image Segmentation0
Revisiting Rubik's Cube: Self-supervised Learning with Volume-wise Transformation for 3D Medical Image Segmentation0
Anisotropic Mesh Adaptation for Image Segmentation Based on Mumford-Shah Functional0
U-Net Based Architecture for an Improved Multiresolution Segmentation in Medical Images0
Retinal Image Segmentation with a Structure-Texture Demixing Network0
Automatic Image Labelling at Pixel Level0
An Uncertainty-based Human-in-the-loop System for Industrial Tool Wear Analysis0
Tackling the Problem of Limited Data and Annotations in Semantic SegmentationCode0
BUNET: Blind Medical Image Segmentation Based on Secure UNET0
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation0
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation0
Semi-supervised Learning for Aggregated Multilayer Graphs Using Diffuse Interface Methods and Fast Matrix Vector ProductsCode0
Towards Unsupervised Learning for Instrument Segmentation in Robotic Surgery with Cycle-Consistent Adversarial Networks0
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contextsCode0
Meta Corrupted Pixels Mining for Medical Image Segmentation0
Complex Network Construction for Interactive Image Segmentation using Particle Competition and Cooperation: A New Approach0
PGD-UNet: A Position-Guided Deformable Network for Simultaneous Segmentation of Organs and Tumors0
Globally Optimal Segmentation of Mutually Interacting Surfaces using Deep Learning0
A Characteristic Function-based Algorithm for Geodesic Active Contours0
Hand-drawn Symbol Recognition of Surgical Flowsheet Graphs with Deep Image Segmentation0
Semantic Segmentation With Multi Scale Spatial Attention For Self Driving Cars0
Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation0
Simulation of Brain Resection for Cavity Segmentation Using Self-Supervised and Semi-Supervised LearningCode0
Interactive Deep Refinement Network for Medical Image Segmentation0
Suggestive Annotation of Brain Tumour Images with Gradient-guided Sampling0
Region-of-interest guided Supervoxel Inpainting for Self-supervisionCode0
Collaborative Boundary-aware Context Encoding Networks for Error Map Prediction0
Large-scale detection and categorization of oil spills from SAR images with deep learning0
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Medical Image Segmentation0
Post-DAE: Anatomically Plausible Segmentation via Post-Processing with Denoising AutoencodersCode0
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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