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

Showing 12511300 of 5035 papers

TitleStatusHype
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor SegmentationCode0
Microstructural segmentation using a union of attention guided U-Net models with different color transformed imagesCode0
Meta-Learning Initializations for Image SegmentationCode0
Meta-Learners for Few-Shot Weakly-Supervised Medical Image SegmentationCode0
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ SegmentationCode0
AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical KnowledgeCode0
Coarse-to-Fine Lifted MAP Inference in Computer VisionCode0
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing TransformerCode0
A Fully Convolutional Two-Stream Fusion Network for Interactive Image SegmentationCode0
MELAGE: A purely python based Neuroimaging software (Neonatal)Code0
Memory-efficient Segmentation of High-resolution Volumetric MicroCT ImagesCode0
CNN-based Segmentation of Medical Imaging DataCode0
A Refreshed Similarity-based Upsampler for Direct High-Ratio Feature UpsamplingCode0
Biomedical SAM 2: Segment Anything in Biomedical Images and VideosCode0
CM-MLP: Cascade Multi-scale MLP with Axial Context Relation Encoder for Edge Segmentation of Medical ImageCode0
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalizationCode0
CMF: Cascaded Multi-model Fusion for Referring Image SegmentationCode0
A Foundation Model for General Moving Object Segmentation in Medical ImagesCode0
Medical Image Segmentation Using Directional Window AttentionCode0
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum SynthesisCode0
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image SegmentationCode0
Anatomical Priors for Image Segmentation via Post-Processing with Denoising AutoencodersCode0
CloudSegNet: A Deep Network for Nychthemeron Cloud Image SegmentationCode0
AquaSAM: Underwater Image Foreground SegmentationCode0
MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image SegmentationCode0
MedAI: Transparency in Medical Image SegmentationCode0
Medical Image Segmentation Using Deep Learning: A SurveyCode0
Mci-net: multi-scale context integrated network for liver ct image segmentationCode0
MBIS: Multivariate Bayesian Image Segmentation ToolCode0
MAVNet: an Effective Semantic Segmentation Micro-Network for MAV-based TasksCode0
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contextsCode0
Approximate Decomposable Submodular Function Minimization for Cardinality-Based ComponentsCode0
MASNet: A Robust Deep Marine Animal Segmentation NetworkCode0
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring ExpressionsCode0
[MASK] is All You NeedCode0
Clean Label Disentangling for Medical Image Segmentation with Noisy LabelsCode0
CLCI-Net: Cross-Level fusion and Context Inference Networks for Lesion Segmentation of Chronic StrokeCode0
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image PreprocessingCode0
Class-independent sequential full image segmentation, using a convolutional net that finds a segment within an attention region, given a pointer pixel within this segmentCode0
Masking Hyperspectral Imaging Data with Pretrained ModelsCode0
MLP-GAN for Brain Vessel Image SegmentationCode0
Classification With an Edge: Improving Semantic Image Segmentation with Boundary DetectionCode0
MARVIS: Motion & Geometry Aware Real and Virtual Image SegmentationCode0
A Fast Semidefinite Approach to Solving Binary Quadratic ProblemsCode0
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image SegmentationCode0
MambaEviScrib: Mamba and Evidence-Guided Consistency Enhance CNN Robustness for Scribble-Based Weakly Supervised Ultrasound Image SegmentationCode0
3-D PET Image Generation with tumour masks using TGANCode0
Magnifier: A Multi-grained Neural Network-based Architecture for Burned Area DelineationCode0
A Fast Fully Octave Convolutional Neural Network for Document Image SegmentationCode0
Machine Perceptual Quality: Evaluating the Impact of Severe Lossy Compression on Audio and Image ModelsCode0
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Benchmark Results

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