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 21512200 of 5035 papers

TitleStatusHype
Microstructural segmentation using a union of attention guided U-Net models with different color transformed imagesCode0
Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational modelCode0
Pallet Detection from Synthetic Data Using Game Engines0
UniSeg: A Prompt-driven Universal Segmentation Model as well as A Strong Representation LearnerCode1
Localized Region Contrast for Enhancing Self-Supervised Learning in Medical Image Segmentation0
Implicit Anatomical Rendering for Medical Image Segmentation with Stochastic ExpertsCode1
InterFormer: Real-time Interactive Image SegmentationCode1
ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical ContrastCode1
FMG-Net and W-Net: Multigrid Inspired Deep Learning Architectures For Medical Imaging SegmentationCode0
A Certified Radius-Guided Attack Framework to Image Segmentation ModelsCode0
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation0
Segment AnythingCode5
Cross-modal tumor segmentation using generative blending augmentation and self trainingCode0
U-Netmer: U-Net meets Transformer for medical image segmentation0
Noisy Image Segmentation With Soft-Dice0
Learning Robust Medical Image Segmentation from Multi-source Annotations0
PCCA-Model: an attention module for medical image segmentation0
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization0
Deep Learning Architectures for Diagnosis of Diabetic RetinopathyCode0
Zero-shot Referring Image Segmentation with Global-Local Context FeaturesCode1
Directional Connectivity-based Segmentation of Medical ImagesCode1
Learning with Explicit Shape Priors for Medical Image SegmentationCode1
FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation0
Fair Federated Medical Image Segmentation via Client Contribution Estimation0
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ SegmentationCode1
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image SegmentationCode1
SC-VAE: Sparse Coding-based Variational Autoencoder with Learned ISTACode0
MS-MT: Multi-Scale Mean Teacher with Contrastive Unpaired Translation for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation0
Medical Image Analysis using Deep Relational Learning0
That Label's Got Style: Handling Label Style Bias for Uncertain Image Segmentation0
A Contrastive Learning Scheme with Transformer Innate PatchesCode0
MultiTalent: A Multi-Dataset Approach to Medical Image SegmentationCode1
Spatio-Temporal driven Attention Graph Neural Network with Block Adjacency matrix (STAG-NN-BA)0
IFSeg: Image-free Semantic Segmentation via Vision-Language ModelCode1
Few Shot Medical Image Segmentation with Cross Attention TransformerCode1
Inherent Consistent Learning for Accurate Semi-supervised Medical Image SegmentationCode1
PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360^Code3
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image SegmentationCode0
Laplacian Segmentation Networks Improve Epistemic Uncertainty QuantificationCode0
Orthogonal Annotation Benefits Barely-supervised Medical Image SegmentationCode1
MI-SegNet: Mutual Information-Based US Segmentation for Unseen Domain GeneralizationCode1
LD-ZNet: A Latent Diffusion Approach for Text-Based Image Segmentation0
Posthoc Interpretation via Quantization0
Focused and Collaborative Feedback Integration for Interactive Image SegmentationCode1
CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic SegmentationCode2
Robust Table Structure Recognition with Dynamic Queries Enhanced Detection Transformer0
Probabilistic Domain Adaptation for Biomedical Image SegmentationCode0
Object-Centric Slot DiffusionCode1
Semi-Automated Segmentation of Geoscientific Data Using Superpixels0
M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image SegmentationCode2
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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