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 451500 of 5035 papers

TitleStatusHype
FU-net: Multi-class Image Segmentation Using Feedback Weighted U-netCode1
FuseNet: Self-Supervised Dual-Path Network for Medical Image SegmentationCode1
Gaze-Assisted Medical Image SegmentationCode1
GazeSAM: What You See is What You SegmentCode1
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice AttentionCode1
Gear-NeRF: Free-Viewpoint Rendering and Tracking with Motion-aware Spatio-Temporal SamplingCode1
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image SegmentationCode1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image RestorationCode1
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image SegmentationCode1
Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantificationCode1
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images SegmentationCode1
Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder TransformersCode1
DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image SegmentationCode1
Decomposing 3D Scenes into Objects via Unsupervised Volume SegmentationCode1
Grabber: A tool to improve convergence in interactive image segmentationCode1
Gradient Alignment Improves Test-Time Adaptation for Medical Image SegmentationCode1
GuidedNet: Semi-Supervised Multi-Organ Segmentation via Labeled Data Guide Unlabeled DataCode1
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuningCode1
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp SegmentationCode1
Harmonizing Pathological and Normal Pixels for Pseudo-healthy SynthesisCode1
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image SegmentationCode1
Hierarchical Image Peeling: A Flexible Scale-space Filtering FrameworkCode1
DatasetGAN: Efficient Labeled Data Factory with Minimal Human EffortCode1
DB-SAM: Delving into High Quality Universal Medical Image SegmentationCode1
A Generalized Deep Learning Framework for Whole-Slide Image Segmentation and AnalysisCode1
Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and GrounderCode1
An Auto-Encoder Strategy for Adaptive Image SegmentationCode1
Argmax Flows and Multinomial Diffusion: Learning Categorical DistributionsCode1
D3RM: A Discrete Denoising Diffusion Refinement Model for Piano TranscriptionCode1
DAAIN: Detection of Anomalous and Adversarial Input using Normalizing FlowsCode1
3DConvCaps: 3DUnet with Convolutional Capsule Encoder for Medical Image SegmentationCode1
How to train your ViT? Data, Augmentation, and Regularization in Vision TransformersCode1
Agent Skill Acquisition for Large Language Models via CycleQDCode1
HS-ResNet: Hierarchical-Split Block on Convolutional Neural NetworkCode1
Human-machine Interactive Tissue Prototype Learning for Label-efficient Histopathology Image SegmentationCode1
Anatomy of Domain Shift Impact on U-Net Layers in MRI SegmentationCode1
A context based deep learning approach for unbalanced medical image segmentationCode1
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble SupervisionCode1
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image SegmentationCode1
A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical ImagingCode1
Deep Active Learning for Axon-Myelin Segmentation on Histology DataCode1
IFSeg: Image-free Semantic Segmentation via Vision-Language ModelCode1
Anatomically-aware Uncertainty for Semi-supervised Image SegmentationCode1
Image Compositing for Segmentation of Surgical Tools without Manual AnnotationsCode1
A hierarchical semantic segmentation framework for computer vision-based bridge damage detectionCode1
ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical ContrastCode1
A high-order focus interaction model and oral ulcer dataset for oral ulcer segmentationCode1
CUTS: A Deep Learning and Topological Framework for Multigranular Unsupervised Medical Image SegmentationCode1
A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision TransformersCode1
Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image AnalysisCode1
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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