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 3101–3125 of 5035 papers

Title	Date	Tasks	Status
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation	Jun 3, 2022	Image SegmentationIncremental Learning	—Unverified
R2U++: A Multiscale Recurrent Residual U-Net with Dense Skip Connections for Medical Image Segmentation	Jun 3, 2022	Computed Tomography (CT)Decoder	—Unverified
Suggestive Annotation of Brain MR Images with Gradient-guided Sampling	Jun 2, 2022	Brain SegmentationImage Segmentation	—Unverified
Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection	Jun 2, 2022	Adversarial RobustnessImage Segmentation	—Unverified
A Dual-fusion Semantic Segmentation Framework With GAN For SAR Images	Jun 2, 2022	Image SegmentationSegmentation	—Unverified
H-EMD: A Hierarchical Earth Mover's Distance Method for Instance Segmentation	Jun 2, 2022	Image SegmentationInstance Segmentation	—Unverified
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives	Jun 2, 2022	Image SegmentationMedical Image Segmentation	—Unverified
A Bhattacharyya Coefficient-Based Framework for Noise Model-Aware Random Walker Image Segmentation	Jun 2, 2022	Image SegmentationSegmentation	—Unverified
Dynamic Linear Transformer for 3D Biomedical Image Segmentation	Jun 1, 2022	3D Medical Imaging SegmentationDecoder	CodeCode Available
D^2NeRF: Self-Supervised Decoupling of Dynamic and Static Objects from a Monocular Video	May 31, 2022	Image SegmentationNeRF	—Unverified
DeepDefacer: Automatic Removal of Facial Features via U-Net Image Segmentation	May 31, 2022	CPUDe-identification	—Unverified
Memory-efficient Segmentation of High-resolution Volumetric MicroCT Images	May 31, 2022	GPUImage Segmentation	CodeCode Available
Co-Training for Unsupervised Domain Adaptation of Semantic Segmentation Models	May 31, 2022	Autonomous DrivingDomain Adaptation	CodeCode Available
Segmentation Consistency Training: Out-of-Distribution Generalization for Medical Image Segmentation	May 30, 2022	Data AugmentationImage Segmentation	CodeCode Available
Granular Generalized Variable Precision Rough Sets and Rational Approximations	May 28, 2022	Image SegmentationSemantic Segmentation	—Unverified
Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image	May 27, 2022	Computed Tomography (CT)Deep Learning	—Unverified
SHREC 2022: pothole and crack detection in the road pavement using images and RGB-D data	May 26, 2022	Image SegmentationSegmentation	CodeCode Available
Decoupled Pyramid Correlation Network for Liver Tumor Segmentation from CT images	May 26, 2022	Computed Tomography (CT)Image Segmentation	—Unverified
Structure Unbiased Adversarial Model for Medical Image Segmentation	May 25, 2022	Image SegmentationImage-to-Image Translation	—Unverified
SALAD: Source-free Active Label-Agnostic Domain Adaptation for Classification, Segmentation and Detection	May 24, 2022	Active LearningDomain Adaptation	CodeCode Available
UNet#: A UNet-like Redesigning Skip Connections for Medical Image Segmentation	May 24, 2022	DecoderImage Segmentation	—Unverified
Mind The Gap: Alleviating Local Imbalance for Unsupervised Cross-Modality Medical Image Segmentation	May 24, 2022	Cardiac SegmentationDisentanglement	—Unverified
Heuristic Dropout: An Efficient Regularization Method for Medical Image Segmentation Models	May 23, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Saliency-Driven Active Contour Model for Image Segmentation	May 23, 2022	Image SegmentationSegmentation	—Unverified
Active Domain Adaptation with Multi-level Contrastive Units for Semantic Segmentation	May 23, 2022	Active LearningDomain Adaptation	—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