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 22012250 of 5035 papers

TitleStatusHype
Feature Alignment and Uniformity for Test Time AdaptationCode1
Neural Implicit Vision-Language Feature FieldsCode1
M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image SegmentationCode2
ScribbleSeg: Scribble-based Interactive Image Segmentation0
A Radiomics-Incorporated Deep Ensemble Learning Model for Multi-Parametric MRI-based Glioma Segmentation0
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning0
Uncertainty Driven Bottleneck Attention U-net for Organ at Risk SegmentationCode0
Lung segmentation with NASNet-Large-Decoder NetCode0
HybridMIM: A Hybrid Masked Image Modeling Framework for 3D Medical Image SegmentationCode1
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image SegmentationCode2
Prototype Knowledge Distillation for Medical Segmentation with Missing ModalityCode1
MAPSeg: Unified Unsupervised Domain Adaptation for Heterogeneous Medical Image Segmentation Based on 3D Masked Autoencoding and Pseudo-LabelingCode1
SwinVFTR: A Novel Volumetric Feature-learning Transformer for 3D OCT Fluid SegmentationCode0
Implicit Ray-Transformers for Multi-view Remote Sensing Image Segmentation0
Hyperspectral Image Segmentation: A Preliminary Study on the Oral and Dental Spectral Image Database (ODSI-DB)Code0
HALOS: Hallucination-free Organ Segmentation after Organ Resection SurgeryCode0
MP-Former: Mask-Piloted Transformer for Image SegmentationCode1
Spatial Correspondence between Graph Neural Network-Segmented Images0
Semantics-Aware Dynamic Localization and Refinement for Referring Image Segmentation0
Token Sparsification for Faster Medical Image SegmentationCode0
Joint ANN-SNN Co-training for Object Localization and Image Segmentation0
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN ImagesCode0
Explainable Semantic Medical Image Segmentation with Style0
Importance of Aligning Training Strategy with Evaluation for Diffusion Models in 3D Multiclass SegmentationCode1
Scaling Up 3D Kernels with Bayesian Frequency Re-parameterization for Medical Image SegmentationCode1
Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions0
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
Unleashing Text-to-Image Diffusion Models for Visual PerceptionCode2
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability0
Transmission-Guided Bayesian Generative Model for Smoke SegmentationCode1
Swin Deformable Attention Hybrid U-Net for Medical Image Segmentation0
Kartezio: Evolutionary Design of Explainable Pipelines for Biomedical Image AnalysisCode1
Towards Surgical Context Inference and Translation to GesturesCode0
MPS-AMS: Masked Patches Selection and Adaptive Masking Strategy Based Self-Supervised Medical Image Segmentation0
RemoteNet: Remote Sensing Image Segmentation Network based on Global-Local Information0
nnUNet RASPP for Retinal OCT Fluid Detection, Segmentation and Generalisation over Variations of Data Sources0
On-Device Unsupervised Image Segmentation0
A Knowledge Distillation framework for Multi-Organ Segmentation of Medaka Fish in Tomographic Image0
PLU-Net: Extraction of multi-scale feature fusion0
Patch Network for medical image Segmentation0
Video-SwinUNet: Spatio-temporal Deep Learning Framework for VFSS Instance SegmentationCode1
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuningCode1
Evaluation of Extra Pixel Interpolation with Mask Processing for Medical Image Segmentation with Deep Learning0
Slim U-Net: Efficient Anatomical Feature Preserving U-net Architecture for Ultrasound Image Segmentation0
Non-pooling Network for medical image segmentation0
Towards Simultaneous Segmentation of Liver Tumors and Intrahepatic Vessels via Cross-attention Mechanism0
SEMI-PointRend: Improved Semiconductor Wafer Defect Classification and Segmentation as Rendering0
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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