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 3701–3725 of 5035 papers

Title	Date	Tasks	Status
Automation of Hemocompatibility Analysis Using Image Segmentation and a Random Forest	Oct 13, 2020	Image SegmentationSemantic Segmentation	—Unverified
Contrastive Rendering for Ultrasound Image Segmentation	Oct 10, 2020	Contrastive LearningImage Segmentation	—Unverified
Selective Information Passing for MR/CT Image Segmentation	Oct 10, 2020	DecoderImage Segmentation	CodeCode Available
Deep Tiered Image Segmentation For Detecting Internal Ice Layers in Radar Imagery	Oct 8, 2020	Image SegmentationSemantic Segmentation	—Unverified
Secure 3D medical Imaging	Oct 6, 2020	Image SegmentationSegmentation	—Unverified
Depth-wise layering of 3d images using dense depth maps: a threshold based approach	Oct 5, 2020	Image SegmentationSegmentation	—Unverified
Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective Inference	Oct 5, 2020	Computational EfficiencyImage Segmentation	CodeCode Available
MetaBox+: A new Region Based Active Learning Method for Semantic Segmentation using Priority Maps	Oct 5, 2020	Active LearningImage Segmentation	—Unverified
Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation	Oct 4, 2020	Cardiac SegmentationImage Segmentation	—Unverified
EGMM: an Evidential Version of the Gaussian Mixture Model for Clustering	Oct 3, 2020	Brain Image SegmentationClustering	—Unverified
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors	Oct 2, 2020	Deep LearningImage Segmentation	—Unverified
Morphological segmentation of hyperspectral images	Oct 2, 2020	Image SegmentationSegmentation	—Unverified
Realistic Image Normalization for Multi-Domain Segmentation	Sep 29, 2020	Image SegmentationMedical Image Analysis	CodeCode Available
Medical Image Segmentation Using Deep Learning: A Survey	Sep 28, 2020	Data AugmentationDeep Learning	CodeCode Available
A Survey on Deep Learning Methods for Semantic Image Segmentation in Real-Time	Sep 27, 2020	Autonomous VehiclesComputational Efficiency	—Unverified
ESTAN: Enhanced Small Tumor-Aware Network for Breast Ultrasound Image Segmentation	Sep 27, 2020	AnatomyBreast Cancer Detection	—Unverified
RAR-U-Net: a Residual Encoder to Attention Decoder by Residual Connections Framework for Spine Segmentation under Noisy Labels	Sep 27, 2020	DecoderDenoising	—Unverified
Going to Extremes: Weakly Supervised Medical Image Segmentation	Sep 25, 2020	BIG-bench Machine LearningImage Segmentation	CodeCode Available
Style-invariant Cardiac Image Segmentation with Test-time Augmentation	Sep 24, 2020	AnatomyCardiac Segmentation	—Unverified
Cloud Cover Nowcasting with Deep Learning	Sep 24, 2020	Deep LearningImage Segmentation	—Unverified
Deep Bayesian U-Nets for Efficient, Robust and Reliable Post-Disaster Damage Localization	Sep 24, 2020	Image SegmentationManagement	—Unverified
Region Growing with Convolutional Neural Networks for Biomedical Image Segmentation	Sep 23, 2020	Computational EfficiencyImage Segmentation	—Unverified
Interactive Learning for Semantic Segmentation in Earth Observation	Sep 23, 2020	Domain AdaptationEarth Observation	CodeCode Available
SESV: Accurate Medical Image Segmentation byPredicting and Correcting Errors	Sep 21, 2020	Image SegmentationMedical Image Segmentation	—Unverified
UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation	Sep 16, 2020	DecoderImage Segmentation	—Unverified

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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