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 42514300 of 5035 papers

TitleStatusHype
Psi-Net: Shape and boundary aware joint multi-task deep network for medical image segmentationCode0
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image SegmentationCode0
Super-realtime facial landmark detection and shape fitting by deep regression of shape model parametersCode0
FocusNet: An attention-based Fully Convolutional Network for Medical Image SegmentationCode0
Instance Segmentation as Image Segmentation AnnotationCode0
Learning Metric Graphs for Neuron Segmentation In Electron Microscopy Images0
DDSL: Deep Differentiable Simplex Layer for Learning Geometric SignalsCode0
Explicit topological priors for deep-learning based image segmentation using persistent homology0
Automated Quality Control in Image Segmentation: Application to the UK Biobank Cardiac MR Imaging Study0
Deep Convolutional Encoder-Decoders with Aggregated Multi-Resolution Skip Connections for Skin Lesion Segmentation0
ACNN: a Full Resolution DCNN for Medical Image SegmentationCode0
Joint shape learning and segmentation for medical images using a minimalistic deep network0
Optimized High Resolution 3D Dense-U-Net Network for Brain and Spine SegmentationCode0
Semi-Supervised Image-to-Image Translation0
On orthogonal projections for dimension reduction and applications in augmented target loss functions for learning problemsCode0
Unsupervised Automated Event Detection using an Iterative Clustering based Segmentation Approach0
Reducing the Model Variance of a Rectal Cancer Segmentation Network0
UltraCompression: Framework for High Density Compression of Ultrasound Volumes using Physics Modeling Deep Neural Networks0
Cascade Decoder: A Universal Decoding Method for Biomedical Image Segmentation0
Automated Deep Photo Style TransferCode0
Deep Learning for Ranking Response Surfaces with Applications to Optimal Stopping Problems0
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image SegmentationCode0
Interactive Image Segmentation using Label Propagation through Complex Networks0
Image Recognition of Tea Leaf Diseases Based on Convolutional Neural Network0
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation0
Iris Recognition with Image Segmentation Employing Retrained Off-the-Shelf Deep Neural NetworksCode0
Optimal Decision-Making in Mixed-Agent Partially Observable Stochastic Environments via Reinforcement Learning0
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring ExpressionsCode0
Flow Based Self-supervised Pixel Embedding for Image Segmentation0
Impact of Ground Truth Annotation Quality on Performance of Semantic Image Segmentation of Traffic ConditionsCode0
Annotation-cost Minimization for Medical Image Segmentation using Suggestive Mixed Supervision Fully Convolutional Networks0
Holistic Decomposition Convolution for Effective Semantic Segmentation of 3D MR Images0
The algorithm of formation of a training set for an artificial neural network for image segmentation0
Unsupervised Meta-learning of Figure-Ground Segmentation via Imitating Visual EffectsCode0
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method0
SwipeCut: Interactive Segmentation with Diversified Seed Proposals0
OCTID: Optical Coherence Tomography Image Database0
Weakly Supervised Instance Segmentation Using Hybrid Network0
Image Segmentation Based on Multiscale Fast Spectral Clustering0
A New Ensemble Learning Framework for 3D Biomedical Image SegmentationCode0
Graph Cut Segmentation Methods Revisited with a Quantum Algorithm0
A High-Order Scheme for Image Segmentation via a modified Level-Set method0
Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss0
Enhancing Label-Driven Deep Deformable Image Registration with Local Distance Metrics for State-of-the-Art Cardiac Motion Tracking0
Brain Segmentation from k-space with End-to-end Recurrent Attention Network0
Interactive Full Image Segmentation by Considering All Regions Jointly0
Automated Segmentation of Cervical Nuclei in Pap Smear Images using Deformable Multi-path Ensemble ModelCode0
XNet: A convolutional neural network (CNN) implementation for medical X-Ray image segmentation suitable for small datasetsCode0
Elastic Boundary Projection for 3D Medical Image SegmentationCode0
SUSAN: Segment Unannotated image Structure using Adversarial Network0
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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