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 301–350 of 5035 papers

TitleStatusHype
IteRPrimE: Zero-shot Referring Image Segmentation with Iterative Grad-CAM Refinement and Primary Word EmphasisCode1
Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints—0
Detection of Customer Interested Garments in Surveillance Video using Computer Vision—0
Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image SegmentationCode0
SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation ModelsCode2
Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction—0
Weakly Supervised Segmentation Framework for Thyroid Nodule Based on High-confidence Labels and High-rationality LossesCode0
Test-Time Modality Generalization for Medical Image Segmentation—0
NusaAksara: A Multimodal and Multilingual Benchmark for Preserving Indonesian Indigenous Scripts—0
VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with AtrousLoRACode1
A Priori Generalizability Estimate for a CNN—0
MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image SegmentationCode0
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image SegmentationCode0
Rewards-based image analysis in microscopy—0
A Comparative Tutorial of the Histogram-based Image Segmentation Methods—0
AeroReformer: Aerial Referring Transformer for UAV-based Referring Image SegmentationCode1
Image Translation-Based Unsupervised Cross-Modality Domain Adaptation for Medical Image Segmentation—0
Reinforcement Learning for Ultrasound Image Analysis A Comprehensive Review of Advances and Applications—0
SegAnyPET: Universal Promptable Segmentation from Positron Emission Tomography ImagesCode1
Distributed U-net model and Image Segmentation for Lung Cancer Detection—0
Vision Foundation Models in Medical Image Analysis: Advances and Challenges—0
MGFI-Net: A Multi-Grained Feature Integration Network for Enhanced Medical Image Segmentation—0
When Segmentation Meets Hyperspectral Image: New Paradigm for Hyperspectral Image ClassificationCode0
Leveraging Labelled Data Knowledge: A Cooperative Rectification Learning Network for Semi-supervised 3D Medical Image SegmentationCode1
WRT-SAM: Foundation Model-Driven Segmentation for Generalized Weld Radiographic Testing—0
RemInD: Remembering Anatomical Variations for Interpretable Domain Adaptive Medical Image Segmentation—0
Deep Learning for Wound Tissue Segmentation: A Comprehensive Evaluation using A Novel DatasetCode0
QMaxViT-Unet+: A Query-Based MaxViT-Unet with Edge Enhancement for Scribble-Supervised Segmentation of Medical ImagesCode1
Instance Segmentation of Scene Sketches Using Natural Image Priors—0
Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentationCode1
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
Improving Lesion Segmentation in Medical Images by Global and Regional Feature Compensation—0
Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation—0
Unpaired Image-to-Image Translation with Content Preserving Perspective: A Review—0
KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-LevelCode0
Color-Quality Invariance for Robust Medical Image SegmentationCode0
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?—0
FunduSAM: A Specialized Deep Learning Model for Enhanced Optic Disc and Cup Segmentation in Fundus Images—0
Conditional diffusion model with spatial attention and latent embedding for medical image segmentationCode1
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
ConceptAttention: Diffusion Transformers Learn Highly Interpretable FeaturesCode3
Automatic quantification of breast cancer biomarkers from multiple 18F-FDG PET image segmentation—0
FE-UNet: Frequency Domain Enhanced U-Net with Segment Anything Capability for Versatile Image Segmentation—0
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation—0
Synthetic Poisoning Attacks: The Impact of Poisoned MRI Image on U-Net Brain Tumor Segmentation—0
RFMedSAM 2: Automatic Prompt Refinement for Enhanced Volumetric Medical Image Segmentation with SAM 2—0
Mosaic3D: Foundation Dataset and Model for Open-Vocabulary 3D Segmentation—0
A Self-Supervised Framework for Improved Generalisability in Ultrasound B-mode 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