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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3251–3300 of 5035 papers

TitleStatusHype
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient—0
Argmax Flows: Learning Categorical Distributions with Normalizing Flows—0
A Robust Morphological Approach for Semantic Segmentation of Very High Resolution Images—0
Artificial intelligence as a gateway to scientific discovery: Uncovering features in retinal fundus images—0
Artificial Intelligence-based algorithms in medical image scan seg-mentation and intelligent visual-content generation -- a concise overview—0
Artificial neural networks and fuzzy logic for recognizing alphabet characters and mathematical symbols—0
Artificial Protozoa Optimizer (APO): A novel bio-inspired metaheuristic algorithm for engineering optimization—0
Artist, Style And Year Classification Using Face Recognition And Clustering With Convolutional Neural Networks—0
A SAM based Tool for Semi-Automatic Food Annotation—0
A Segmentation Foundation Model for Diverse-type Tumors—0
A Self-Supervised Framework for Improved Generalisability in Ultrasound B-mode Image Segmentation—0
A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation—0
A Semi-Supervised Approach with Error Reflection for Echocardiography Segmentation—0
A semi-supervised fuzzy GrowCut algorithm to segment and classify regions of interest of mammographic images—0
A Simple Baseline with Single-encoder for Referring Image Segmentation—0
A Simplified Approach to Deep Learning for Image Segmentation—0
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis—0
A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset—0
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation—0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation—0
A Sparse Graph Formulation for Efficient Spectral Image Segmentation—0
A Spiking Neural Network for Image Segmentation—0
Assessing the performance of CT image denoisers using Laguerre-Gauss Channelized Hotelling Observer for lesion detection—0
Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images—0
Assessing the Role of Random Forests in Medical Image Segmentation—0
Assessing Uncertainty Estimation Methods for 3D Image Segmentation under Distribution Shifts—0
Assessment of Breast Cancer Histology using Densely Connected Convolutional Networks—0
A State-of-the-art Survey of U-Net in Microscopic Image Analysis: from Simple Usage to Structure Mortification—0
A Study on the Use of Edge TPUs for Eye Fundus Image Segmentation—0
An image segmentation algorithm based on multi-scale feature pyramid network—0
A Survey on Deep Learning Methods for Semantic Image Segmentation in Real-Time—0
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends—0
A Survey on Few-Shot Class-Incremental Learning—0
A Survey on Label-efficient Deep Image Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction—0
A Survey on Machine Learning Techniques for Auto Labeling of Video, Audio, and Text Data—0
A survey on shape-constraint deep learning for medical image segmentation—0
Asymmetric Loss Functions and Deep Densely Connected Networks for Highly Imbalanced Medical Image Segmentation: Application to Multiple Sclerosis Lesion Detection—0
A Systematic Approach for MRI Brain Tumor Localization, and Segmentation using Deep Learning and Active Contouring—0
A System for Accurate Tracking and Video Recordings of Rodent Eye Movements using Convolutional Neural Networks for Biomedical Image Segmentation—0
A tailored Handwritten-Text-Recognition System for Medieval Latin—0
A temporal enhanced semi-supervised segmentation network for needle detection in 3D ultrasound images—0
A Thorough View of Exact Inference in Graphs from the Degree-4 Sum-of-Squares Hierarchy—0
A Tiered Move-making Algorithm for General Non-submodular Pairwise Energies—0
A Time Series Graph Cut Image Segmentation Scheme for Liver Tumors—0
AtomAI: A Deep Learning Framework for Analysis of Image and Spectroscopy Data in (Scanning) Transmission Electron Microscopy and Beyond—0
A tool for user friendly, cloud based, whole slide image segmentation—0
A Transformer-based Generative Adversarial Network for Brain Tumor Segmentation—0
Atrous Residual Interconnected Encoder to Attention Decoder Framework for Vertebrae Segmentation via 3D Volumetric CT Images—0
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Medical Image Segmentation—0
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Image Segmentation—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