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 3426–3450 of 5035 papers

Title	Date	Tasks	Status
Projective Skip-Connections for Segmentation Along a Subset of Dimensions in Retinal OCT	Aug 2, 2021	Decoderimage-classification	—Unverified
Style Curriculum Learning for Robust Medical Image Segmentation	Aug 1, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Visual Boundary Knowledge Translation for Foreground Segmentation	Aug 1, 2021	Foreground SegmentationImage Segmentation	CodeCode Available
Iterative, Deep, and Unsupervised Synthetic Aperture Sonar Image Segmentation	Jul 30, 2021	Image SegmentationSegmentation	—Unverified
Mapping Vulnerable Populations with AI	Jul 29, 2021	HumanitarianImage Segmentation	—Unverified
AASeg: Attention Aware Network for Real Time Semantic Segmentation	Jul 27, 2021	Image SegmentationReal-Time Semantic Segmentation	—Unverified
Robust Regularized Locality Preserving Indexing for Fiedler Vector Estimation	Jul 26, 2021	Image SegmentationSemantic Segmentation	—Unverified
Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal Convolutions	Jul 24, 2021	DecoderImage Segmentation	CodeCode Available
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image Segmentation	Jul 22, 2021	Data AugmentationImage Segmentation	CodeCode Available
Weighted Intersection over Union (wIoU) for Evaluating Image Segmentation	Jul 21, 2021	Image Segmentationobject-detection	CodeCode Available
VTBIS: Vision Transformer for Biomedical Image Segmentation	Jul 20, 2021	DecoderImage Segmentation	—Unverified
An Automatic Nuclei Image Segmentation Based on Multi-Scale Split-Attention U-Net	Jul 20, 2021	Cell SegmentationImage Segmentation	CodeCode Available
Double Similarity Distillation for Semantic Image Segmentation	Jul 19, 2021	Image SegmentationKnowledge Distillation	—Unverified
Transductive image segmentation: Self-training and effect of uncertainty estimation	Jul 19, 2021	Image SegmentationMedical Image Analysis	—Unverified
Tracing Halpha Fibrils through Bayesian Deep Learning	Jul 16, 2021	Deep LearningImage Segmentation	—Unverified
Unpaired cross-modality educed distillation (CMEDL) for medical image segmentation	Jul 16, 2021	Image SegmentationMedical Image Segmentation	—Unverified
What Image Features Boost Housing Market Predictions?	Jul 15, 2021	Image SegmentationSemantic Segmentation	—Unverified
Learning from Partially Overlapping Labels: Image Segmentation under Annotation Shift	Jul 13, 2021	Image SegmentationOrgan Segmentation	—Unverified
The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation	Jul 12, 2021	AutoMLImage Segmentation	—Unverified
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation	Jul 12, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available
Hierarchical Self-Supervised Learning for Medical Image Segmentation Based on Multi-Domain Data Aggregation	Jul 10, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Modality specific U-Net variants for biomedical image segmentation: A survey	Jul 9, 2021	Image SegmentationSemantic Segmentation	—Unverified
Towards Robust General Medical Image Segmentation	Jul 9, 2021	image-classificationImage Classification	CodeCode Available
Hierarchical Semantic Segmentation using Psychometric Learning	Jul 7, 2021	Image SegmentationMetric Learning	—Unverified
Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-specific Atlas Maps	Jul 6, 2021	Disease Predictionimage-classification	—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