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 42014250 of 5035 papers

TitleStatusHype
SPDA: Superpixel-based Data Augmentation for Biomedical Image Segmentation0
Salient object detection on hyperspectral images using features learned from unsupervised segmentation taskCode0
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference0
Nonlinear Markov Random Fields Learned via BackpropagationCode0
Data augmentation using learned transformations for one-shot medical image segmentationCode0
Spatio-Temporal Convolutional LSTMs for Tumor Growth Prediction by Learning 4D Longitudinal Patient Data0
Boundary-weighted Domain Adaptive Neural Network for Prostate MR Image SegmentationCode0
Class-independent sequential full image segmentation, using a convolutional net that finds a segment within an attention region, given a pointer pixel within this segmentCode0
Dense 3D Visual Mapping via Semantic Simplification0
FreeLabel: A Publicly Available Annotation Tool based on Freehand TracesCode0
Multi-Depth Fusion Network for Whole-Heart CT Image Segmentation0
Massively Parallel Benders Decomposition for Correlation Clustering0
Brain MRI Segmentation using Rule-Based Hybrid Approach0
Fast-SCNN: Fast Semantic Segmentation NetworkCode0
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image SegmentationCode0
Psi-Net: Shape and boundary aware joint multi-task deep network for medical 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
'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric ImagesCode1
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
ACNN: a Full Resolution DCNN for Medical Image SegmentationCode0
Deep Convolutional Encoder-Decoders with Aggregated Multi-Resolution Skip Connections for Skin Lesion Segmentation0
Optimized High Resolution 3D Dense-U-Net Network for Brain and Spine SegmentationCode0
Joint shape learning and segmentation for medical images using a minimalistic deep network0
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image SegmentationCode1
Semi-Supervised Image-to-Image Translation0
Unsupervised Automated Event Detection using an Iterative Clustering based Segmentation Approach0
Reducing the Model Variance of a Rectal Cancer Segmentation Network0
On orthogonal projections for dimension reduction and applications in augmented target loss functions for learning problemsCode0
Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image SegmentationCode1
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
Post-mortem Iris Recognition with Deep-Learning-based Image SegmentationCode1
CC-Net: Image Complexity Guided Network Compression for Biomedical Image SegmentationCode1
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation0
Optimal Decision-Making in Mixed-Agent Partially Observable Stochastic Environments via Reinforcement Learning0
Iris Recognition with Image Segmentation Employing Retrained Off-the-Shelf Deep Neural NetworksCode0
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
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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