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 3476–3500 of 5035 papers

Title	Date	Tasks	Status	Hype
Faster Multi-Object Segmentation Using Parallel Quadratic Pseudo-Boolean Optimization	Jan 1, 2021	Image SegmentationSegmentation	—Unverified	0
Weakly Supervised Segmentation of Small Buildings With Point Labels	Jan 1, 2021	Image SegmentationSegmentation	—Unverified	0
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike?	Jan 1, 2021	AllImage Segmentation	CodeCode Available	1
Efficiently Troubleshooting Image Segmentation Models with Human-In-The-Loop	Jan 1, 2021	Autonomous DrivingImage Segmentation	—Unverified	0
Differentiable Programming for Piecewise Polynomial Functions	Jan 1, 2021	DenoisingImage Segmentation	—Unverified	0
Cut out the annotator, keep the cutout: better segmentation with weak supervision	Jan 1, 2021	Data AugmentationFew-Shot Learning	—Unverified	0
Network-Agnostic Knowledge Transfer from Latent Dataset for Medical Image Segmentation	Jan 1, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Indirect Supervision to Mitigate Perturbations	Jan 1, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Collective Robustness Certificates	Jan 1, 2021	Adversarial RobustnessImage Segmentation	—Unverified	0
Estimating Uncertainty in Neural Networks for Cardiac MRI Segmentation: A Benchmark Study	Dec 31, 2020	Image SegmentationMRI segmentation	—Unverified	0
Semi-supervised Cardiac Image Segmentation via Label Propagation and Style Transfer	Dec 29, 2020	Image SegmentationSegmentation	CodeCode Available	1
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning	Dec 29, 2020	Generative Adversarial NetworkImage Segmentation	—Unverified	0
Histogram Matching Augmentation for Domain Adaptation with Application to Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Image Segmentation	Dec 27, 2020	Data AugmentationDomain Adaptation	CodeCode Available	1
ICMSC: Intra- and Cross-modality Semantic Consistency for Unsupervised Domain Adaptation on Hip Joint Bone Segmentation	Dec 23, 2020	Domain AdaptationImage Segmentation	—Unverified	0
A Review of Artificial Intelligence Technologies for Early Prediction of Alzheimer's Disease	Dec 22, 2020	Ensemble Learningimage-classification	—Unverified	0
Power-SLIC: Fast Superpixel Segmentations by Diagrams	Dec 22, 2020	Image SegmentationSegmentation	—Unverified	0
MA-Unet: An improved version of Unet based on multi-scale and attention mechanism for medical image segmentation	Dec 20, 2020	DecoderImage Segmentation	—Unverified	0
Recent Advances of Generic Object Detection with Deep Learning: A Review	Dec 19, 2020	Action RecognitionData Augmentation	—Unverified	0
Multimodal Transfer Learning-based Approaches for Retinal Vascular Segmentation	Dec 18, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Unlabeled Data Guided Semi-supervised Histopathology Image Segmentation	Dec 17, 2020	ClusteringImage Generation	—Unverified	0
Spatial Context-Aware Self-Attention Model For Multi-Organ Segmentation	Dec 16, 2020	Image SegmentationMedical Image Analysis	—Unverified	0
Unsupervised Image Segmentation using Mutual Mean-Teaching	Dec 16, 2020	Image SegmentationSegmentation	—Unverified	0
mDALU: Multi-Source Domain Adaptation and Label Unification with Partial Datasets	Dec 15, 2020	3D Semantic SegmentationDomain Adaptation	—Unverified	0
D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation	Dec 14, 2020	Image SegmentationLesion Segmentation	—Unverified	0
Pyramid-Focus-Augmentation: Medical Image Segmentation with Step-Wise Focus	Dec 14, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	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