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 27512800 of 5035 papers

TitleStatusHype
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization0
PCCA-Model: an attention module for medical image segmentation0
Deep Learning Architectures for Diagnosis of Diabetic RetinopathyCode0
FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation0
Fair Federated Medical Image Segmentation via Client Contribution Estimation0
SC-VAE: Sparse Coding-based Variational Autoencoder with Learned ISTACode0
That Label's Got Style: Handling Label Style Bias for Uncertain Image Segmentation0
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
A Contrastive Learning Scheme with Transformer Innate PatchesCode0
Spatio-Temporal driven Attention Graph Neural Network with Block Adjacency matrix (STAG-NN-BA)0
Laplacian Segmentation Networks Improve Epistemic Uncertainty QuantificationCode0
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image SegmentationCode0
LD-ZNet: A Latent Diffusion Approach for Text-Based Image Segmentation0
Posthoc Interpretation via Quantization0
Probabilistic Domain Adaptation for Biomedical Image SegmentationCode0
Robust Table Structure Recognition with Dynamic Queries Enhanced Detection Transformer0
Semi-Automated Segmentation of Geoscientific Data Using Superpixels0
Open-vocabulary Panoptic Segmentation with Embedding Modulation0
ScribbleSeg: Scribble-based Interactive Image Segmentation0
A Radiomics-Incorporated Deep Ensemble Learning Model for Multi-Parametric MRI-based Glioma Segmentation0
Uncertainty Driven Bottleneck Attention U-net for Organ at Risk SegmentationCode0
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning0
Lung segmentation with NASNet-Large-Decoder NetCode0
SwinVFTR: A Novel Volumetric Feature-learning Transformer for 3D OCT Fluid SegmentationCode0
Implicit Ray-Transformers for Multi-view Remote Sensing Image Segmentation0
HALOS: Hallucination-free Organ Segmentation after Organ Resection SurgeryCode0
Hyperspectral Image Segmentation: A Preliminary Study on the Oral and Dental Spectral Image Database (ODSI-DB)Code0
Spatial Correspondence between Graph Neural Network-Segmented Images0
Token Sparsification for Faster Medical Image SegmentationCode0
Semantics-Aware Dynamic Localization and Refinement for Referring Image Segmentation0
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions0
Joint ANN-SNN Co-training for Object Localization and Image Segmentation0
Explainable Semantic Medical Image Segmentation with Style0
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN ImagesCode0
CFR-ICL: Cascade-Forward Refinement with Iterative Click Loss for Interactive Image SegmentationCode0
Retinal Image Segmentation with Small Datasets0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
CANet: Context aware network with dual-stream pyramid for medical image segmentationCode0
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability0
Towards Surgical Context Inference and Translation to GesturesCode0
Swin Deformable Attention Hybrid U-Net for Medical Image Segmentation0
MPS-AMS: Masked Patches Selection and Adaptive Masking Strategy Based Self-Supervised Medical Image Segmentation0
nnUNet RASPP for Retinal OCT Fluid Detection, Segmentation and Generalisation over Variations of Data Sources0
RemoteNet: Remote Sensing Image Segmentation Network based on Global-Local Information0
A Knowledge Distillation framework for Multi-Organ Segmentation of Medaka Fish in Tomographic Image0
On-Device Unsupervised Image Segmentation0
Patch Network for medical image Segmentation0
PLU-Net: Extraction of multi-scale feature fusion0
Evaluation of Extra Pixel Interpolation with Mask Processing for Medical Image Segmentation with Deep Learning0
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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