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 1026–1050 of 5035 papers

Title	Date	Tasks	Status	Hype
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation	Feb 21, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1
Analyzing Overfitting under Class Imbalance in Neural Networks for Image Segmentation	Feb 20, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
Squeeze-and-Excitation Normalization for Automated Delineation of Head and Neck Primary Tumors in Combined PET and CT Images	Feb 20, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Image Compositing for Segmentation of Surgical Tools without Manual Annotations	Feb 18, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation	Feb 16, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Adversarial Segmentation Loss for Sketch Colorization	Feb 11, 2021	ColorizationImage Segmentation	CodeCode Available	1
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions	Feb 10, 2021	DenoisingImage Segmentation	CodeCode Available	1
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	Feb 8, 2021	Image SegmentationMedical Image Analysis	CodeCode Available	1
MudrockNet: Semantic Segmentation of Mudrock SEM Images through Deep Learning	Feb 5, 2021	Deep LearningImage Segmentation	CodeCode Available	1
Modeling the Probabilistic Distribution of Unlabeled Data forOne-shot Medical Image Segmentation	Feb 3, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
Vessel-CAPTCHA: an efficient learning framework for vessel annotation and segmentation	Jan 22, 2021	Deep LearningImage Segmentation	CodeCode Available	1
U-Noise: Learnable Noise Masks for Interpretable Image Segmentation	Jan 14, 2021	Decision MakingImage Segmentation	CodeCode Available	1
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike?	Jan 1, 2021	AllImage Segmentation	CodeCode Available	1
Semi-supervised Cardiac Image Segmentation via Label Propagation and Style Transfer	Dec 29, 2020	Image SegmentationSegmentation	CodeCode Available	1
Histogram Matching Augmentation for Domain Adaptation with Application to Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Image Segmentation	Dec 27, 2020	Data AugmentationDomain Adaptation	CodeCode Available	1
OCTA-500: A Retinal Dataset for Optical Coherence Tomography Angiography Study	Dec 14, 2020	Image SegmentationSegmentation	CodeCode Available	1
Meticulous Object Segmentation	Dec 13, 2020	2k4k	CodeCode Available	1
Annotation-efficient deep learning for automatic medical image segmentation	Dec 9, 2020	Deep LearningImage Segmentation	CodeCode Available	1
Grabber: A tool to improve convergence in interactive image segmentation	Dec 1, 2020	Image SegmentationSegmentation	CodeCode Available	1
Deep learning approach to left ventricular non-compaction measurement	Nov 30, 2020	CPUDeep Learning	CodeCode Available	1
Inter-slice Context Residual Learning for 3D Medical Image Segmentation	Nov 28, 2020	Brain Tumor SegmentationDecoder	CodeCode Available	1
DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets	Nov 20, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Contrastive Registration for Unsupervised Medical Image Segmentation	Nov 17, 2020	Contrastive LearningImage Segmentation	CodeCode Available	1
Learning Euler's Elastica Model for Medical Image Segmentation	Nov 1, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision	Oct 23, 2020	DecoderImage 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