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 38013850 of 5035 papers

TitleStatusHype
TapLab: A Fast Framework for Semantic Video Segmentation Tapping into Compressed-Domain KnowledgeCode1
Using the Split Bregman Algorithm to Solve the Self-repelling Snake Model0
Using deep convolutional neural networks for neonatal brain image segmentationCode1
DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation0
Deep Grouping Model for Unified Perceptual Parsing0
Gen-LaneNet: A Generalized and Scalable Approach for 3D Lane DetectionCode1
CRNet: Cross-Reference Networks for Few-Shot Segmentation0
Organ Segmentation From Full-size CT Images Using Memory-Efficient FCN0
CF2-Net: Coarse-to-Fine Fusion Convolutional Network for Breast Ultrasound Image Segmentation0
ROAM: Random Layer Mixup for Semi-Supervised Learning in Medical ImagingCode0
Semi-supervised few-shot learning for medical image segmentation0
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images0
Deep Learning for Automatic Tracking of Tongue Surface in Real-time Ultrasound Videos, Landmarks instead of Contours0
LT-Net: Label Transfer by Learning Reversible Voxel-wise Correspondence for One-shot Medical Image Segmentation0
A Simple Probabilistic Method for Deep Classification under Input-Dependent Label Noise0
Boundary Guidance Hierarchical Network for Real-Time Tongue Segmentation0
Livelayer: A Semi-Automatic Software Program for Segmentation of Layers and Diabetic Macular Edema in Optical Coherence Tomography ImagesCode1
EDC3: Ensemble of Deep-Classifiers using Class-specific Copula functions to Improve Semantic Image Segmentation0
Real-Time High-Performance Semantic Image Segmentation of Urban Street Scenes0
Robustness study of noisy annotation in deep learning based medical image segmentation0
Out-of-Distribution Detection in Multi-Label Datasets using Latent Space of β-VAE0
LC-GAN: Image-to-image Translation Based on Generative Adversarial Network for Endoscopic ImagesCode1
Multi-level Context Gating of Embedded Collective Knowledge for Medical Image SegmentationCode1
Automatic segmentation of spinal multiple sclerosis lesions: How to generalize across MRI contrasts?Code1
A Multi-scale CNN-CRF Framework for Environmental Microorganism Image Segmentation0
Improving Training on Noisy Stuctured Labels0
Gastric histopathology image segmentation using a hierarchical conditional random field0
BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation0
Improving Learning Effectiveness For Object Detection and Classification in Cluttered Backgrounds0
Dam Burst: A region-merging-based image segmentation method0
Automatically Searching for U-Net Image Translator Architecture0
Towards Interpretable Semantic Segmentation via Gradient-weighted Class Activation MappingCode1
Automatic Data Augmentation via Deep Reinforcement Learning for Effective Kidney Tumor Segmentation0
Convex Shape Representation with Binary Labels for Image Segmentation: Models and Fast Algorithms0
Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated FusionCode1
Kullback-Leibler Divergence-Based Fuzzy C-Means Clustering Incorporating Morphological Reconstruction and Wavelet Frames for Image Segmentation0
Fine tuning U-Net for ultrasound image segmentation: which layers?0
Meta Segmentation Network for Ultra-Resolution Medical Images0
Photi-LakeIce DatasetCode0
Lake Ice Monitoring with Webcams and Crowd-Sourced ImagesCode1
Deep Learning in Medical Ultrasound Image Segmentation: a Review0
Reinforced active learning for image segmentationCode1
Residual-Sparse Fuzzy C-Means Clustering Incorporating Morphological Reconstruction and Wavelet frames0
Liver Segmentation in Abdominal CT Images via Auto-Context Neural Network and Self-Supervised Contour Attention0
Remove Appearance Shift for Ultrasound Image Segmentation via Fast and Universal Style Transfer0
Building Networks for Image Segmentation using Particle Competition and Cooperation0
Simple Interactive Image Segmentation using Label Propagation through kNN graphs0
Constrained Dominant sets and Its applications in computer vision0
Deep Convolutional Neural Networks with Spatial Regularization, Volume and Star-shape Priori for Image Segmentation0
Segmentação de imagens utilizando competição e cooperação entre partículas0
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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