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

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Showing 4251–4300 of 5035 papers

TitleStatusHype
Hierarchical Self-Prompting SAM: A Prompt-Free Medical Image Segmentation Framework—0
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation—0
Hierarchical Semantic Segmentation using Psychometric Learning—0
Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks—0
High Accuracy Pulmonary Vessel Segmentation for Contrast and Non-contrast CT Images and Clinical Evaluation—0
High Accurate Unhealthy Leaf Detection—0
Higher-Order Correlation Clustering for Image Segmentation—0
Higher-Order Inference for Multi-Class Log-Supermodular Models—0
Higher-order Segmentation via Multicuts—0
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey—0
HIGHLY EFFICIENT 8-BIT LOW PRECISION INFERENCE OF CONVOLUTIONAL NEURAL NETWORKS—0
Highly Efficient Forward and Backward Propagation of Convolutional Neural Networks for Pixelwise Classification—0
High-performance Semantic Segmentation Using Very Deep Fully Convolutional Networks—0
High Quality Entity Segmentation—0
High Quality Segmentation for Ultra High-resolution Images—0
High-Resolution Boundary Detection for Medical Image Segmentation with Piece-Wise Two-Sample T-Test Augmented Loss—0
High-resolution Coastline Extraction in SAR Images via MISP-GGD Superpixel Segmentation—0
High-Resolution Cranial Defect Reconstruction by Iterative, Low-Resolution, Point Cloud Completion Transformers—0
High-Resolution Segmentation of Tooth Root Fuzzy Edge Based on Polynomial Curve Fitting with Landmark Detection—0
High-resolution semantically-consistent image-to-image translation—0
Highway Driving Dataset for Semantic Video Segmentation—0
HNOSeg-XS: Extremely Small Hartley Neural Operator for Efficient and Resolution-Robust 3D Image Segmentation—0
Holistic Decomposition Convolution for Effective Semantic Segmentation of 3D MR Images—0
Holographic Visualisation of Radiology Data and Automated Machine Learning-based Medical Image Segmentation—0
HoloHisto: End-to-end Gigapixel WSI Segmentation with 4K Resolution Sequential Tokenization—0
Horizontal Federated Computer Vision—0
HoughToRadon Transform: New Neural Network Layer for Features Improvement in Projection Space—0
How Can CNNs Use Image Position for Segmentation?—0
How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning—0
Uncertainty categories in medical image segmentation: a study of source-related diversity—0
How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation—0
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation—0
How precise are performance estimates for typical medical image segmentation tasks?—0
How Well Can Vision Language Models See Image Details?—0
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation—0
HRFNet: High-Resolution Forgery Network for Localizing Satellite Image Manipulation—0
HSI-Drive v2.0: More Data for New Challenges in Scene Understanding for Autonomous Driving—0
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation—0
Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks—0
Human Perception-based Evaluation Criterion for Ultra-high Resolution Cell Membrane Segmentation—0
Hybrid Dense-UNet201 Optimization for Pap Smear Image Segmentation Using Spider Monkey Optimization—0
Hybrid Instance-aware Temporal Fusion for Online Video Instance Segmentation—0
Hybridization of Otsu Method and Median Filter for Color Image Segmentation—0
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation—0
Hybrid Whale-Mud-Ring Optimization for Precise Color Skin Cancer Image Segmentation—0
Hyperbolic Learning with Multimodal Large Language Models—0
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet—0
Hyperspectral Image Classification with Deep Metric Learning and Conditional Random Field—0
Hyperspectral Image Segmentation based on Graph Processing over Multilayer Networks—0
Hyperspectral image segmentation with a machine learning model trained using quantum annealer—0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified