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 2551–2575 of 5035 papers

Title	Date	Tasks	Status	Hype
Open-Vocabulary Universal Image Segmentation with MaskCLIP	Aug 18, 2022	Image SegmentationInstance Segmentation	CodeCode Available	1
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures	Aug 18, 2022	AnatomyContrastive Learning	CodeCode Available	1
Multi-dimensional topological loss for cortical plate segmentation in fetal brain MRI	Aug 16, 2022	Image SegmentationSegmentation	—Unverified	0
Estimating Appearance Models for Image Segmentation via Tensor Factorization	Aug 16, 2022	Image SegmentationSegmentation	CodeCode Available	0
An Efficient Multi-Scale Fusion Network for 3D Organ at Risk (OAR) Segmentation	Aug 15, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
When CNN Meet with ViT: Towards Semi-Supervised Learning for Multi-Class Medical Image Semantic Segmentation	Aug 12, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Triple-View Feature Learning for Medical Image Segmentation	Aug 12, 2022	DecoderImage Segmentation	CodeCode Available	1
Joint reconstruction-segmentation on graphs	Aug 11, 2022	Image SegmentationSegmentation	—Unverified	0
PA-Seg: Learning from Point Annotations for 3D Medical Image Segmentation using Contextual Regularization and Cross Knowledge Distillation	Aug 11, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
KiPA22 Report: U-Net with Contour Regularization for Renal Structures Segmentation	Aug 10, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
CANet: Channel Extending and Axial Attention Catching Network for Multi-structure Kidney Segmentation	Aug 10, 2022	AnatomyDecoder	—Unverified	0
TSRFormer: Table Structure Recognition with Transformers	Aug 9, 2022	Image SegmentationPrediction	—Unverified	0
Automatic Ultrasound Image Segmentation of Supraclavicular Nerve Using Dilated U-Net Deep Learning Architecture	Aug 9, 2022	Image SegmentationMedical Diagnosis	—Unverified	0
Learning from imperfect training data using a robust loss function: application to brain image segmentation	Aug 8, 2022	Brain Image SegmentationEEG	CodeCode Available	0
Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation	Aug 8, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image Restoration	Aug 8, 2022	Image RestorationImage Segmentation	CodeCode Available	1
A neuromorphic approach to image processing and machine vision	Aug 7, 2022	Image SegmentationObject Recognition	—Unverified	0
Distributed Contrastive Learning for Medical Image Segmentation	Aug 7, 2022	Contrastive LearningFederated Learning	—Unverified	0
Exploring the Effects of Data Augmentation for Drivable Area Segmentation	Aug 6, 2022	Data AugmentationImage Segmentation	—Unverified	0
Discover the Mysteries of the Maya: Selected Contributions from the Machine Learning Challenge & The Discovery Challenge Workshop at ECML PKDD 2021	Aug 5, 2022	BIG-bench Machine LearningImage Segmentation	—Unverified	0
Calibrate the inter-observer segmentation uncertainty via diagnosis-first principle	Aug 5, 2022	Image SegmentationLesion Segmentation	CodeCode Available	0
Improved post-hoc probability calibration for out-of-domain MRI segmentation	Aug 4, 2022	Image SegmentationMRI segmentation	CodeCode Available	0
A Novel Automated Classification and Segmentation for COVID-19 using 3D CT Scans	Aug 4, 2022	ClassificationComputed Tomography (CT)	—Unverified	0
Relict landslide detection using Deep-Learning architectures for image segmentation in rainforest areas: A new framework	Aug 4, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1
Multiclass ASMA vs Targeted PGD Attack in Image Segmentation	Aug 3, 2022	Adversarial AttackClassification	—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