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 1451–1500 of 5035 papers

TitleStatusHype
WRT-SAM: Foundation Model-Driven Segmentation for Generalized Weld Radiographic Testing—0
Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation using A Novel DatasetCode0
RemInD: Remembering Anatomical Variations for Interpretable Domain Adaptive Medical Image Segmentation—0
Instance Segmentation of Scene Sketches Using Natural Image Priors—0
Improving Lesion Segmentation in Medical Images by Global and Regional Feature Compensation—0
Referring Remote Sensing Image Segmentation via Bidirectional Alignment Guided Joint Prediction—0
CRISP: A Framework for Cryo-EM Image Segmentation and Processing with Conditional Random FieldCode0
Color-Quality Invariance for Robust Medical Image SegmentationCode0
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-LevelCode0
Unpaired Image-to-Image Translation with Content Preserving Perspective: A Review—0
Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation—0
FunduSAM: A Specialized Deep Learning Model for Enhanced Optic Disc and Cup Segmentation in Fundus Images—0
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?—0
A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation—0
A Novel Convolutional-Free Method for 3D Medical Imaging Segmentation—0
FE-UNet: Frequency Domain Enhanced U-Net with Segment Anything Capability for Versatile Image Segmentation—0
Automatic quantification of breast cancer biomarkers from multiple 18F-FDG PET image segmentation—0
Synthetic Poisoning Attacks: The Impact of Poisoned MRI Image on U-Net Brain Tumor Segmentation—0
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation—0
A Self-Supervised Framework for Improved Generalisability in Ultrasound B-mode Image Segmentation—0
Transfer Risk Map: Mitigating Pixel-level Negative Transfer in Medical Segmentation—0
IMDPrompter: Adapting SAM to Image Manipulation Detection by Cross-View Automated Prompt Learning—0
Mosaic3D: Foundation Dataset and Model for Open-Vocabulary 3D Segmentation—0
Test Time Training for 4D Medical Image InterpolationCode0
RFMedSAM 2: Automatic Prompt Refinement for Enhanced Volumetric Medical Image Segmentation with SAM 2—0
Geometric Framework for Cell Oversegmentation—0
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation—0
Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic PerspectiveCode0
A Turing Test for Artificial Nets devoted to model Human Vision—0
CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation—0
Entropy-based measure of rock sample heterogeneity derived from micro-CT imagesCode0
Let Human Sketches Help: Empowering Challenging Image Segmentation Task with Freehand Sketches—0
From Semantic Segmentation of Natural Images to Medical Image Segmentation Using ViT-Based Architectures—0
Medical Semantic Segmentation with Diffusion Pretrain—0
INT: Instance-Specific Negative Mining for Task-Generic Promptable Segmentation—0
Efficient Knowledge Distillation of SAM for Medical Image Segmentation—0
Post-Training Quantization for 3D Medical Image Segmentation: A Practical Study on Real Inference EnginesCode0
Point Cloud Upsampling as Statistical Shape Model for Pelvic—0
Beyond-Labels: Advancing Open-Vocabulary Segmentation With Vision-Language Models—0
Freestyle Sketch-in-the-Loop Image Segmentation—0
LSU-Net: Lightweight Automatic Organs Segmentation Network For Medical Images—0
CP2M: Clustered-Patch-Mixed Mosaic Augmentation for Aerial Image SegmentationCode0
Additive Manufacturing Processes Protocol Prediction by Artificial Intelligence using X-ray Computed Tomography data—0
QuFeX: Quantum feature extraction module for hybrid quantum-classical deep neural networks—0
A Novel Scene Coupling Semantic Mask Network for Remote Sensing Image Segmentation—0
Rethinking Early-Fusion Strategies for Improved Multimodal Image Segmentation—0
Enhancing Brain Tumor Segmentation Using Channel Attention and Transfer learningCode0
Know "No'' Better: A Data-Driven Approach for Enhancing Negation Awareness in CLIP—0
No More Sliding Window: Efficient 3D Medical Image Segmentation with Differentiable Top-k Patch Sampling—0
A Multi-Scale Feature Extraction and Fusion Deep Learning Method for Classification of Wheat Diseases—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