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 2976–3000 of 5035 papers

Title	Date	Tasks	Status
Can segmentation models be trained with fully synthetically generated data?	Sep 17, 2022	Data AugmentationEthics	—Unverified
Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural Networks	Sep 17, 2022	Computed Tomography (CT)Image Segmentation	CodeCode Available
Contrastive Re-localization and History Distillation in Federated CMR Segmentation	Sep 16, 2022	Federated LearningImage Segmentation	—Unverified
Weakly Supervised Medical Image Segmentation With Soft Labels and Noise Robust Loss	Sep 16, 2022	Deep LearningImage Segmentation	—Unverified
Whole-Body Lesion Segmentation in 18F-FDG PET/CT	Sep 16, 2022	Image SegmentationLesion Segmentation	CodeCode Available
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation	Sep 16, 2022	Brain Tumor SegmentationDomain Adaptation	—Unverified
Medical Image Segmentation using LeViT-UNet++: A Case Study on GI Tract Data	Sep 15, 2022	image-classificationImage Classification	—Unverified
Label Refinement Network from Synthetic Error Augmentation for Medical Image Segmentation	Sep 14, 2022	Computed Tomography (CT)Image Segmentation	CodeCode Available
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends	Sep 14, 2022	Edge Detectionimage-classification	—Unverified
Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning	Sep 13, 2022	Active LearningImage Segmentation	—Unverified
A Clustering Method Based on Information Entropy Payload	Sep 13, 2022	ClusteringImage Segmentation	—Unverified
High-resolution semantically-consistent image-to-image translation	Sep 13, 2022	Domain AdaptationImage Segmentation	—Unverified
SFS-A68: a dataset for the segmentation of space functions in apartment buildings	Sep 13, 2022	ClassificationImage Segmentation	CodeCode Available
On the Optimal Combination of Cross-Entropy and Soft Dice Losses for Lesion Segmentation with Out-of-Distribution Robustness	Sep 13, 2022	Image SegmentationLesion Segmentation	CodeCode Available
Calibrating Segmentation Networks with Margin-based Label Smoothing	Sep 9, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANs	Sep 9, 2022	Image GenerationImage Segmentation	CodeCode Available
Crosslink-Net: Double-Branch Encoder Network via Fusing Vertical and Horizontal Convolutions for Medical Image Segmentation	Sep 8, 2022	DecoderImage Segmentation	CodeCode Available
An efficient approach for nonconvex semidefinite optimization via customized alternating direction method of multipliers	Sep 7, 2022	Community DetectionForm	—Unverified
An evaluation of U-Net in Renal Structure Segmentation	Sep 6, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Multi-task Swin Transformer for Motion Artifacts Classification and Cardiac Magnetic Resonance Image Segmentation	Sep 6, 2022	AnatomyClassification	—Unverified
Source-Free Unsupervised Domain Adaptation with Norm and Shape Constraints for Medical Image Segmentation	Sep 3, 2022	Domain AdaptationImage Segmentation	—Unverified
Mayfly optimization with deep learning enabled retinal fundus image classification model	Sep 1, 2022	image-classificationImage Classification	—Unverified
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI	Aug 31, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Airway Tree Modeling Using Dual-channel 3D UNet 3+ with Vesselness Prior	Aug 30, 2022	Computed Tomography (CT)Image Segmentation	—Unverified
Segmentation of Parotid Gland Tumors Using Multimodal MRI and Contrastive Learning	Aug 26, 2022	Contrastive LearningDecoder	—Unverified

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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