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 951–975 of 5035 papers

Title	Date	Tasks	Status	Hype
Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation	Jul 21, 2021	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation	Jul 19, 2021	DecoderImage Segmentation	CodeCode Available	1
TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation	Jul 12, 2021	DecoderImage Segmentation	CodeCode Available	1
A Spatial Guided Self-supervised Clustering Network for Medical Image Segmentation	Jul 11, 2021	ClusteringImage Segmentation	CodeCode Available	1
Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation	Jul 10, 2021	AnatomyDomain Adaptation	CodeCode Available	1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation	Jul 2, 2021	Data AugmentationImage Reconstruction	CodeCode Available	1
UTNet: A Hybrid Transformer Architecture for Medical Image Segmentation	Jul 2, 2021	DecoderImage Segmentation	CodeCode Available	1
Inter Extreme Points Geodesics for End-to-End Weakly Supervised Image Segmentation	Jul 1, 2021	Image SegmentationSegmentation	CodeCode Available	1
DivergentNets: Medical Image Segmentation by Network Ensemble	Jul 1, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
SinGAN-Seg: Synthetic training data generation for medical image segmentation	Jun 29, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Multi-Compound Transformer for Accurate Biomedical Image Segmentation	Jun 28, 2021	image-classificationImage Classification	CodeCode Available	1
K-Net: Towards Unified Image Segmentation	Jun 28, 2021	Image SegmentationInstance Segmentation	CodeCode Available	1
BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation	Jun 26, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Semi-supervised Meta-learning with Disentanglement for Domain-generalised Medical Image Segmentation	Jun 24, 2021	DisentanglementImage Segmentation	CodeCode Available	1
Quality-Aware Memory Network for Interactive Volumetric Image Segmentation	Jun 20, 2021	Active LearningImage Segmentation	CodeCode Available	1
Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling	Jun 19, 2021	DiagnosticImage Segmentation	CodeCode Available	1
Polygonal Building Extraction by Frame Field Learning	Jun 19, 2021	Image SegmentationMulti-Task Learning	CodeCode Available	1
Medical Matting: A New Perspective on Medical Segmentation with Uncertainty	Jun 18, 2021	Image MattingImage Segmentation	CodeCode Available	1
How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers	Jun 18, 2021	Data Augmentationimage-classification	CodeCode Available	1
Positional Contrastive Learning for Volumetric Medical Image Segmentation	Jun 16, 2021	Contrastive Learningimage-classification	CodeCode Available	1
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation	Jun 12, 2021	DecoderImage Segmentation	CodeCode Available	1
Part-aware Panoptic Segmentation	Jun 11, 2021	Image SegmentationPanoptic Segmentation	CodeCode Available	1
The Medical Segmentation Decathlon	Jun 10, 2021	Image SegmentationSegmentation	CodeCode Available	1
nnDetection: A Self-configuring Method for Medical Object Detection	Jun 1, 2021	DiagnosticImage Segmentation	CodeCode Available	1
DAAIN: Detection of Anomalous and Adversarial Input using Normalizing Flows	May 30, 2021	GPUImage Segmentation	CodeCode Available	1

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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