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 3451–3475 of 5035 papers

Title	Date	Tasks	Status
Differentially private federated deep learning for multi-site medical image segmentation	Jul 6, 2021	Deep LearningFederated Learning	CodeCode Available
Image Complexity Guided Network Compression for Biomedical Image Segmentation	Jul 6, 2021	Image SegmentationSegmentation	—Unverified
A new smart-cropping pipeline for prostate segmentation using deep learning networks	Jul 6, 2021	Image SegmentationSegmentation	—Unverified
Label noise in segmentation networks : mitigation must deal with bias	Jul 5, 2021	Image SegmentationMedical Image Segmentation	—Unverified
fMBN-E: Efficient Unsupervised Network Structure Ensemble and Selection for Clustering	Jul 5, 2021	ClusteringDeep Clustering	—Unverified
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization	Jul 1, 2021	Image SegmentationScene Understanding	—Unverified
Segmentation with Multiple Acceptable Annotations: A Case Study of Myocardial Segmentation in Contrast Echocardiography	Jun 29, 2021	Image SegmentationSegmentation	CodeCode Available
Are conditional GANs explicitly conditional?	Jun 28, 2021	Data AugmentationDepth Estimation	—Unverified
Poisoning the Search Space in Neural Architecture Search	Jun 28, 2021	Autonomous DrivingImage Segmentation	—Unverified
Residual Moment Loss for Medical Image Segmentation	Jun 27, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Attention Toward Neighbors: A Context Aware Framework for High Resolution Image Segmentation	Jun 24, 2021	Image SegmentationSegmentation	—Unverified
Adapting Off-the-Shelf Source Segmenter for Target Medical Image Segmentation	Jun 23, 2021	Domain AdaptationImage Segmentation	—Unverified
MEAL: Manifold Embedding-based Active Learning	Jun 22, 2021	Active LearningAutonomous Driving	—Unverified
Automatic Head Overcoat Thickness Measure with NASNet-Large-Decoder Net	Jun 22, 2021	DecoderImage Segmentation	—Unverified
Improving Multi-Modal Learning with Uni-Modal Teachers	Jun 21, 2021	Image SegmentationSemantic Segmentation	—Unverified
Distilling effective supervision for robust medical image segmentation with noisy labels	Jun 21, 2021	Image SegmentationLearning with noisy labels	—Unverified
Large-scale image segmentation based on distributed clustering algorithms	Jun 21, 2021	ChunkingClustering	CodeCode Available
Fully automated quantification of in vivo viscoelasticity of prostate zones using magnetic resonance elastography with Dense U-net segmentation	Jun 21, 2021	Image SegmentationSegmentation	—Unverified
More than Encoder: Introducing Transformer Decoder to Upsample	Jun 20, 2021	DecoderImage Segmentation	—Unverified
ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Image Segmentation	Jun 19, 2021	Continual LearningImage Segmentation	—Unverified
Bottom-Up Shift and Reasoning for Referring Image Segmentation	Jun 19, 2021	Image SegmentationSegmentation	CodeCode Available
Trilateral Attention Network for Real-time Medical Image Segmentation	Jun 17, 2021	Cardiac SegmentationImage Segmentation	—Unverified
Knowledge distillation from multi-modal to mono-modal segmentation networks	Jun 17, 2021	Brain Tumor SegmentationImage Segmentation	—Unverified
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available
A Spiking Neural Network for Image Segmentation	Jun 16, 2021	BenchmarkingCPU	—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