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 3501–3525 of 5035 papers

Title	Date	Tasks	Status	Hype
OCTA-500: A Retinal Dataset for Optical Coherence Tomography Angiography Study	Dec 14, 2020	Image SegmentationSegmentation	CodeCode Available	1
Information-Theoretic Segmentation by Inpainting Error Maximization	Dec 14, 2020	Image SegmentationSegmentation	CodeCode Available	0
Meticulous Object Segmentation	Dec 13, 2020	2k4k	CodeCode Available	1
Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding	Dec 10, 2020	ClusteringImage Segmentation	—Unverified	0
Annotation-efficient deep learning for automatic medical image segmentation	Dec 9, 2020	Deep LearningImage Segmentation	CodeCode Available	1
nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation	Dec 7, 2020	Image Segmentationscientific discovery	—Unverified	0
Computer Stereo Vision for Autonomous Driving	Dec 6, 2020	Autonomous DrivingCPU	—Unverified	0
Offset Curves Loss for Imbalanced Problem in Medical Segmentation	Dec 4, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Domain Adaptation on Semantic Segmentation for Aerial Images	Dec 3, 2020	Domain AdaptationImage Segmentation	—Unverified	0
Generation of annotated multimodal ground truth datasets for abdominal medical image registration	Dec 2, 2020	Computed Tomography (CT)Image Registration	—Unverified	0
Artist, Style And Year Classification Using Face Recognition And Clustering With Convolutional Neural Networks	Dec 2, 2020	ClusteringFace Recognition	—Unverified	0
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
Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data	Nov 28, 2020	Data AugmentationImage Segmentation	—Unverified	0
Modelling brain lesion volume in patches with CNN-based Poisson Regression	Nov 26, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Multi-feature driven active contour segmentation model for infrared image with intensity inhomogeneity	Nov 25, 2020	Image SegmentationSegmentation	—Unverified	0
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation	Nov 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Argmax Flows: Learning Categorical Distributions with Normalizing Flows	Nov 23, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
DoDNet: Learning to segment multi-organ and tumors from multiple partially labeled datasets	Nov 20, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Segmentation overlapping wear particles with few labelled data and imbalance sample	Nov 20, 2020	Edge DetectionImage Segmentation	—Unverified	0
Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation	Nov 19, 2020	Few-Shot LearningImage Segmentation	—Unverified	0
SoftSeg: Advantages of soft versus binary training for image segmentation	Nov 18, 2020	BinarizationBrain Tumor Segmentation	—Unverified	0
Contrastive Registration for Unsupervised Medical Image Segmentation	Nov 17, 2020	Contrastive LearningImage Segmentation	CodeCode Available	1
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey	Nov 16, 2020	ArticlesImage Segmentation	—Unverified	0

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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