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 4001–4025 of 5035 papers

Title	Date	Tasks	Status	Hype
Virtual organelle self-coding for fluorescence imaging via adversarial learning	Sep 10, 2019	Generative Adversarial NetworkImage Segmentation	—Unverified	0
Automatic Image Pixel Clustering based on Mussels Wandering Optimiz	Sep 8, 2019	ClusteringImage Segmentation	—Unverified	0
Eelgrass beds and oyster farming at a lagoon before and after the Great East Japan Earthquake 2011: potential to apply deep learning at a coastal area	Sep 6, 2019	General ClassificationImage Segmentation	—Unverified	0
3D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation	Sep 4, 2019	image-classificationImage Classification	CodeCode Available	1
Resource Optimized Neural Architecture Search for 3D Medical Image Segmentation	Sep 2, 2019	GPUImage Segmentation	—Unverified	0
A Semi-Automated Usability Evaluation Framework for Interactive Image Segmentation Systems	Sep 1, 2019	Image SegmentationInteractive Segmentation	CodeCode Available	0
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions	Aug 31, 2019	Image SegmentationLesion Segmentation	CodeCode Available	1
Fetal Ultrasound Image Segmentation for Measuring Biometric Parameters Using Multi-Task Deep Learning	Aug 31, 2019	Image SegmentationSegmentation	—Unverified	0
Revisiting CycleGAN for semi-supervised segmentation	Aug 30, 2019	Image SegmentationSegmentation	CodeCode Available	0
Exploiting Temporality for Semi-Supervised Video Segmentation	Aug 29, 2019	DecoderImage Segmentation	CodeCode Available	0
Transfer Learning from Partial Annotations for Whole Brain Segmentation	Aug 28, 2019	Brain Image SegmentationBrain Segmentation	—Unverified	0
CAMEL: A Weakly Supervised Learning Framework for Histopathology Image Segmentation	Aug 28, 2019	Image SegmentationMultiple Instance Learning	CodeCode Available	0
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation	Aug 27, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Cross-modality Knowledge Transfer for Prostate Segmentation from CT Scans	Aug 26, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Customizable Architecture Search for Semantic Segmentation	Aug 26, 2019	GPUImage Segmentation	—Unverified	0
Don't ignore Dropout in Fully Convolutional Networks	Aug 24, 2019	Image SegmentationScheduling	—Unverified	0
Generator evaluator-selector net for panoptic image segmentation and splitting unfamiliar objects into parts	Aug 24, 2019	Image SegmentationInstance Segmentation	CodeCode Available	0
Where Is My Mirror?	Aug 24, 2019	Image SegmentationSegmentation	CodeCode Available	0
ACE-Net: Biomedical Image Segmentation with Augmented Contracting and Expansive Paths	Aug 23, 2019	Image SegmentationSegmentation	—Unverified	0
Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks	Aug 23, 2019	Image SegmentationLesion Segmentation	—Unverified	0
U-Net Training with Instance-Layer Normalization	Aug 21, 2019	Image SegmentationSemantic Segmentation	—Unverified	0
End-to-End Boundary Aware Networks for Medical Image Segmentation	Aug 21, 2019	Brain Tumor SegmentationImage Segmentation	—Unverified	0
Automated Multi-sequence Cardiac MRI Segmentation Using Supervised Domain Adaptation	Aug 21, 2019	DecoderDomain Adaptation	—Unverified	0
More unlabelled data or label more data? A study on semi-supervised laparoscopic image segmentation	Aug 20, 2019	Image SegmentationSegmentation	—Unverified	0
Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation	Aug 20, 2019	Image SegmentationSegmentation	—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