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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2751–2775 of 5035 papers

Title	Date	Tasks	Status
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization	Apr 1, 2023	Image SegmentationMedical Image Segmentation	—Unverified
PCCA-Model: an attention module for medical image segmentation	Apr 1, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Deep Learning Architectures for Diagnosis of Diabetic Retinopathy	Mar 31, 2023	Deep LearningImage Segmentation	CodeCode Available
FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation	Mar 30, 2023	Image SegmentationInstance Segmentation	—Unverified
Fair Federated Medical Image Segmentation via Client Contribution Estimation	Mar 29, 2023	FairnessFederated Learning	—Unverified
SC-VAE: Sparse Coding-based Variational Autoencoder with Learned ISTA	Mar 29, 2023	Image GenerationImage Reconstruction	CodeCode Available
That Label's Got Style: Handling Label Style Bias for Uncertain Image Segmentation	Mar 28, 2023	Image SegmentationSegmentation	—Unverified
MS-MT: Multi-Scale Mean Teacher with Contrastive Unpaired Translation for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation	Mar 28, 2023	Domain AdaptationEnsemble Learning	—Unverified
Medical Image Analysis using Deep Relational Learning	Mar 28, 2023	Brain Tumor SegmentationHomography Estimation	—Unverified
A Contrastive Learning Scheme with Transformer Innate Patches	Mar 26, 2023	Contrastive Learningimage-classification	CodeCode Available
Spatio-Temporal driven Attention Graph Neural Network with Block Adjacency matrix (STAG-NN-BA)	Mar 25, 2023	Graph AttentionGraph Neural Network	—Unverified
Laplacian Segmentation Networks Improve Epistemic Uncertainty Quantification	Mar 23, 2023	Image SegmentationSegmentation	CodeCode Available
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image Segmentation	Mar 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
LD-ZNet: A Latent Diffusion Approach for Text-Based Image Segmentation	Mar 22, 2023	image-classificationImage Classification	—Unverified
Posthoc Interpretation via Quantization	Mar 22, 2023	Image SegmentationQuantization	—Unverified
Probabilistic Domain Adaptation for Biomedical Image Segmentation	Mar 21, 2023	Domain AdaptationImage Segmentation	CodeCode Available
Robust Table Structure Recognition with Dynamic Queries Enhanced Detection Transformer	Mar 21, 2023	Image Segmentationregression	—Unverified
Semi-Automated Segmentation of Geoscientific Data Using Superpixels	Mar 20, 2023	Image SegmentationSemantic Segmentation	—Unverified
Open-vocabulary Panoptic Segmentation with Embedding Modulation	Mar 20, 2023	Image SegmentationOpen Vocabulary Panoptic Segmentation	—Unverified
ScribbleSeg: Scribble-based Interactive Image Segmentation	Mar 20, 2023	Image SegmentationInteractive Segmentation	—Unverified
A Radiomics-Incorporated Deep Ensemble Learning Model for Multi-Parametric MRI-based Glioma Segmentation	Mar 19, 2023	Dimensionality ReductionEnsemble Learning	—Unverified
Uncertainty Driven Bottleneck Attention U-net for Organ at Risk Segmentation	Mar 19, 2023	Computed Tomography (CT)Decoder	CodeCode Available
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning	Mar 19, 2023	Image SegmentationInteractive Segmentation	—Unverified
Lung segmentation with NASNet-Large-Decoder Net	Mar 18, 2023	DecoderImage Segmentation	CodeCode Available
SwinVFTR: A Novel Volumetric Feature-learning Transformer for 3D OCT Fluid Segmentation	Mar 16, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified