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 3176–3200 of 5035 papers

Title	Date	Tasks	Status	Hype
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels	Jul 29, 2021	Contrastive Learningimage-classification	CodeCode Available	1
AASeg: Attention Aware Network for Real Time Semantic Segmentation	Jul 27, 2021	Image SegmentationReal-Time Semantic Segmentation	—Unverified	0
Sharp U-Net: Depthwise Convolutional Network for Biomedical Image Segmentation	Jul 26, 2021	DecoderImage Segmentation	CodeCode Available	1
Segmentation in Style: Unsupervised Semantic Image Segmentation with Stylegan and CLIP	Jul 26, 2021	Image SegmentationSegmentation	CodeCode Available	1
Robust Regularized Locality Preserving Indexing for Fiedler Vector Estimation	Jul 26, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
Personalized Image Semantic Segmentation	Jul 24, 2021	Image SegmentationSegmentation	CodeCode Available	1
Crosslink-Net: Double-branch Encoder Segmentation Network via Fusing Vertical and Horizontal Convolutions	Jul 24, 2021	DecoderImage Segmentation	CodeCode Available	0
Investigating Shift-Variance of Convolutional Neural Networks in Ultrasound Image Segmentation	Jul 22, 2021	Data AugmentationImage Segmentation	CodeCode Available	0
Superpixel-guided Iterative Learning from Noisy Labels for Medical Image Segmentation	Jul 21, 2021	Image SegmentationMedical Image Analysis	CodeCode Available	1
Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation	Jul 21, 2021	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
Weighted Intersection over Union (wIoU) for Evaluating Image Segmentation	Jul 21, 2021	Image Segmentationobject-detection	CodeCode Available	0
Design of a Graphical User Interface for Few-Shot Machine Learning Classification of Electron Microscopy Data	Jul 21, 2021	Few-Shot LearningImage Segmentation	CodeCode Available	1
VTBIS: Vision Transformer for Biomedical Image Segmentation	Jul 20, 2021	DecoderImage Segmentation	—Unverified	0
An Automatic Nuclei Image Segmentation Based on Multi-Scale Split-Attention U-Net	Jul 20, 2021	Cell SegmentationImage Segmentation	CodeCode Available	0
LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation	Jul 19, 2021	DecoderImage Segmentation	CodeCode Available	1
Double Similarity Distillation for Semantic Image Segmentation	Jul 19, 2021	Image SegmentationKnowledge Distillation	—Unverified	0
Transductive image segmentation: Self-training and effect of uncertainty estimation	Jul 19, 2021	Image SegmentationMedical Image Analysis	—Unverified	0
Tracing Halpha Fibrils through Bayesian Deep Learning	Jul 16, 2021	Deep LearningImage Segmentation	—Unverified	0
Unpaired cross-modality educed distillation (CMEDL) for medical image segmentation	Jul 16, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
What Image Features Boost Housing Market Predictions?	Jul 15, 2021	Image SegmentationSemantic Segmentation	—Unverified	0
Learning from Partially Overlapping Labels: Image Segmentation under Annotation Shift	Jul 13, 2021	Image SegmentationOrgan Segmentation	—Unverified	0
The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation	Jul 12, 2021	AutoMLImage Segmentation	—Unverified	0
TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation	Jul 12, 2021	DecoderImage Segmentation	CodeCode Available	1
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation	Jul 12, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	0
A Spatial Guided Self-supervised Clustering Network for Medical Image Segmentation	Jul 11, 2021	ClusteringImage 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