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 2201–2250 of 5035 papers

TitleStatusHype
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability—0
Detect-and-Segment: a Deep Learning Approach to Automate Wound Image Segmentation—0
BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans—0
A Deep Learning Approach for Semantic Segmentation of Unbalanced Data in Electron Tomography of Catalytic Materials—0
DeshadowGAN: A Deep Learning Approach to Remove Shadows from Optical Coherence Tomography Images—0
Deshadow-Anything: When Segment Anything Model Meets Zero-shot shadow removal—0
Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists—0
Derivate-based Component-Trees for Multi-Channel Image Segmentation—0
BAGNet: Bidirectional Aware Guidance Network for Malignant Breast lesions Segmentation—0
Depth-wise layering of 3d images using dense depth maps: a threshold based approach—0
BadSAM: Exploring Security Vulnerabilities of SAM via Backdoor Attacks—0
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation—0
DenseVLM: A Retrieval and Decoupled Alignment Framework for Open-Vocabulary Dense Prediction—0
BadDepth: Backdoor Attacks Against Monocular Depth Estimation in the Physical World—0
An Approach for Adaptive Automatic Threat Recognition Within 3D Computed Tomography Images for Baggage Security Screening—0
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI—0
Dense Transformer Networks for Brain Electron Microscopy Image Segmentation—0
Bacterial foraging optimization based brain magnetic resonance image segmentation—0
Addressing Background Context Bias in Few-Shot Segmentation through Iterative Modulation—0
Dense Semantic Image Segmentation with Objects and Attributes—0
Dense Self-Supervised Learning for Medical Image Segmentation—0
Interactive Segmentation via Deep Learning and B-Spline Explicit Active Surfaces—0
Background-Foreground Segmentation for Interior Sensing in Automotive Industry—0
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation—0
A Bhattacharyya Coefficient-Based Framework for Noise Model-Aware Random Walker Image Segmentation—0
Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation—0
Analyzing Semantic Segmentation Using Hybrid Human-Machine CRFs—0
Interactive Segmentation on RGBD Images via Cue Selection—0
Interactive Video Object Segmentation in the Wild—0
Introducing Hann windows for reducing edge-effects in patch-based image segmentation—0
Axial Attention Transformer Networks: A New Frontier in Breast Cancer Detection—0
Dense 3D Visual Mapping via Semantic Simplification—0
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning—0
Denoising Plane Wave Ultrasound Images Using Diffusion Probabilistic Models—0
Additive Manufacturing Processes Protocol Prediction by Artificial Intelligence using X-ray Computed Tomography data—0
Interactive Image Selection and Training for Brain Tumor Segmentation Network—0
Analyzing Multispectral Satellite Imagery of South American Wildfires Using Deep Learning—0
Interactive Image Segmentation via Backpropagating Refinement Scheme—0
Interactive Medical Image Segmentation with Self-Adaptive Confidence Calibration—0
Auxiliary Learning by Implicit Differentiation—0
Analysis of Vision-based Abnormal Red Blood Cell Classification—0
Deformable Attentive Visual Enhancement for Referring Segmentation Using Vision-Language Model—0
DeepTriNet: A Tri-Level Attention Based DeepLabv3+ Architecture for Semantic Segmentation of Satellite Images—0
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder—0
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift—0
Interactive Image Segmentation using Label Propagation through Complex Networks—0
Deep Tiered Image Segmentation For Detecting Internal Ice Layers in Radar Imagery—0
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation—0
Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction—0
Deep Superpixel Cut for Unsupervised 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