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
Efficient Segmentation with Texture in Ore Images Based on Box-supervised ApproachCode0
Utilizing Neural Networks for Semantic Segmentation on RGB/LiDAR Fused Data for Off-road Autonomous Military Vehicle PerceptionCode0
Longitudinal Quantitative Assessment of COVID-19 Infection Progression from Chest CTsCode0
Scribble-supervised Cell Segmentation Using Multiscale Contrastive RegularizationCode0
Combo Loss: Handling Input and Output Imbalance in Multi-Organ SegmentationCode0
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image SegmentationCode0
Efficient Quantization-Aware Training on Segment Anything Model in Medical Images and Its DeploymentCode0
ScribbleVS: Scribble-Supervised Medical Image Segmentation via Dynamic Competitive Pseudo Label SelectionCode0
Multi-Dimensional Recurrent Neural NetworksCode0
Efficient Model Monitoring for Quality Control in Cardiac Image SegmentationCode0
Whole-Body Lesion Segmentation in 18F-FDG PET/CTCode0
Difference of Anisotropic and Isotropic TV for Segmentation under Blur and Poisson NoiseCode0
SC-VAE: Sparse Coding-based Variational Autoencoder with Learned ISTACode0
Multi-encoder parse-decoder network for sequential medical image segmentationCode0
Effect of the output activation function on the probabilities and errors in medical image segmentationCode0
A Fast Fully Octave Convolutional Neural Network for Document Image SegmentationCode0
Multi-grained Temporal Prototype Learning for Few-shot Video Object SegmentationCode0
AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image SegmentationCode0
Constrained Deep Networks: Lagrangian Optimization via Log-Barrier ExtensionsCode0
Multi-label Cloud Segmentation Using a Deep NetworkCode0
A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent HomologyCode0
Uncertainty-Aware Semi-Supervised Learning for Prostate MRI Zonal SegmentationCode0
Adversarial Robustness Analysis of Vision-Language Models in Medical Image SegmentationCode0
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-trainingCode0
Low-Contrast-Enhanced Contrastive Learning for Semi-Supervised Endoscopic Image SegmentationCode0
Multi-Level Contextual Network for Biomedical Image SegmentationCode0
Localized Super Resolution for Foreground Images using U-Net and MR-CNNCode0
Semantic Segmentation in Satellite Hyperspectral Imagery by Deep LearningCode0
Multimodal-Aware Fusion Network for Referring Remote Sensing Image SegmentationCode0
Uncertainty-based Detection of Adversarial Attacks in Semantic SegmentationCode0
Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion TransformerCode0
Localized Adaptive Risk ControlCode0
Whole-brain radiomics for clustered federated personalization in brain tumor segmentationCode0
Uncertainty Driven Bottleneck Attention U-net for Organ at Risk SegmentationCode0
LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel SegmentationCode0
VALE: A Multimodal Visual and Language Explanation Framework for Image Classifiers using eXplainable AI and Language ModelsCode0
Seed, Expand and Constrain: Three Principles for Weakly-Supervised Image SegmentationCode0
LiteSeg: A Novel Lightweight ConvNet for Semantic SegmentationCode0
Light-Weight RefineNet for Real-Time Semantic SegmentationCode0
multiPI-TransBTS: A Multi-Path Learning Framework for Brain Tumor Image Segmentation Based on Multi-Physical InformationCode0
Validating Hyperspectral Image SegmentationCode0
Color-Quality Invariance for Robust Medical Image SegmentationCode0
Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image SegmentationCode0
Multiple Light Source Dataset for Colour ResearchCode0
SegAN: Adversarial Network with Multi-scale L_1 Loss for Medical Image SegmentationCode0
EcoFlow: Efficient Convolutional Dataflows for Low-Power Neural Network AcceleratorsCode0
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result FusionCode0
Multi-rater Prism: Learning self-calibrated medical image segmentation from multiple ratersCode0
Weakly Supervised Image Segmentation Beyond Tight Bounding Box AnnotationsCode0
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial ContinuityCode0
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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