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 901–925 of 5035 papers

Title	Date	Tasks	Status	Hype
Partial supervision for the FeTA challenge 2021	Nov 3, 2021	Brain SegmentationImage Segmentation	CodeCode Available	1
WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image	Nov 3, 2021	GPUImage Segmentation	CodeCode Available	1
Unsupervised Foreground Extraction via Deep Region Competition	Oct 29, 2021	Image SegmentationInductive Bias	CodeCode Available	1
BI-GCN: Boundary-Aware Input-Dependent Graph Convolution Network for Biomedical Image Segmentation	Oct 27, 2021	Image SegmentationSegmentation	CodeCode Available	1
MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels	Oct 23, 2021	Decoderimage-classification	CodeCode Available	1
Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation	Oct 17, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Continuous Conditional Random Field Convolution for Point Cloud Segmentation	Oct 12, 2021	Image SegmentationPoint Cloud Segmentation	CodeCode Available	1
ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training	Oct 11, 2021	Federated LearningImage Segmentation	CodeCode Available	1
Vit-GAN: Image-to-image Translation with Vision Transformes and Conditional GANS	Oct 11, 2021	Image SegmentationImage-to-Image Translation	CodeCode Available	1
MD Loss: Efficient Training of 3D Seismic Fault Segmentation Network under Sparse Labels by Weakening Anomaly Annotation	Oct 11, 2021	Fault DetectionImage Segmentation	CodeCode Available	1
Clustering Plotted Data by Image Segmentation	Oct 6, 2021	ClusteringImage Segmentation	CodeCode Available	1
E1D3 U-Net for Brain Tumor Segmentation: Submission to the RSNA-ASNR-MICCAI BraTS 2021 Challenge	Oct 6, 2021	Brain Tumor SegmentationDecoder	CodeCode Available	1
Transfer Learning U-Net Deep Learning for Lung Ultrasound Segmentation	Oct 5, 2021	Data AugmentationDeep Learning	CodeCode Available	1
Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation	Oct 5, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
Bounding Box Tightness Prior for Weakly Supervised Image Segmentation	Oct 3, 2021	Image SegmentationMultiple Instance Learning	CodeCode Available	1
Training on Polar Image Transformations Improves Biomedical Image Segmentation	Sep 29, 2021	Image SegmentationLesion Segmentation	CodeCode Available	1
Mutual Consistency Learning for Semi-supervised Medical Image Segmentation	Sep 21, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Segmentation with mixed supervision: Confidence maximization helps knowledge distillation	Sep 21, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1
EdgeFlow: Achieving Practical Interactive Segmentation with Edge-Guided Flow	Sep 20, 2021	Image SegmentationInteractive Segmentation	CodeCode Available	1
Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-Labeling	Sep 19, 2021	DenoisingDomain Adaptation	CodeCode Available	1
Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation	Sep 18, 2021	Domain GeneralizationImage Segmentation	CodeCode Available	1
MISSFormer: An Effective Medical Image Segmentation Transformer	Sep 15, 2021	Cardiac SegmentationImage Segmentation	CodeCode Available	1
Semi-supervised Contrastive Learning for Label-efficient Medical Image Segmentation	Sep 15, 2021	Contrastive LearningImage Segmentation	CodeCode Available	1
Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation	Sep 13, 2021	DecoderDomain Generalization	CodeCode Available	1
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	Sep 9, 2021	DecoderImage Segmentation	CodeCode Available	1

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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