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 3651–3675 of 5035 papers

Title	Date	Tasks	Status
mDALU: Multi-Source Domain Adaptation and Label Unification with Partial Datasets	Dec 15, 2020	3D Semantic SegmentationDomain Adaptation	—Unverified
Information-Theoretic Segmentation by Inpainting Error Maximization	Dec 14, 2020	Image SegmentationSegmentation	CodeCode Available
Pyramid-Focus-Augmentation: Medical Image Segmentation with Step-Wise Focus	Dec 14, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available
D-LEMA: Deep Learning Ensembles from Multiple Annotations -- Application to Skin Lesion Segmentation	Dec 14, 2020	Image SegmentationLesion Segmentation	—Unverified
Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding	Dec 10, 2020	ClusteringImage Segmentation	—Unverified
nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation	Dec 7, 2020	Image Segmentationscientific discovery	—Unverified
Computer Stereo Vision for Autonomous Driving	Dec 6, 2020	Autonomous DrivingCPU	—Unverified
Offset Curves Loss for Imbalanced Problem in Medical Segmentation	Dec 4, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Domain Adaptation on Semantic Segmentation for Aerial Images	Dec 3, 2020	Domain AdaptationImage Segmentation	—Unverified
Generation of annotated multimodal ground truth datasets for abdominal medical image registration	Dec 2, 2020	Computed Tomography (CT)Image Registration	—Unverified
Artist, Style And Year Classification Using Face Recognition And Clustering With Convolutional Neural Networks	Dec 2, 2020	ClusteringFace Recognition	—Unverified
Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data	Nov 28, 2020	Data AugmentationImage Segmentation	—Unverified
Modelling brain lesion volume in patches with CNN-based Poisson Regression	Nov 26, 2020	Image SegmentationMedical Image Segmentation	—Unverified
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation	Nov 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Multi-feature driven active contour segmentation model for infrared image with intensity inhomogeneity	Nov 25, 2020	Image SegmentationSegmentation	—Unverified
Argmax Flows: Learning Categorical Distributions with Normalizing Flows	Nov 23, 2020	Image SegmentationSemantic Segmentation	—Unverified
Segmentation overlapping wear particles with few labelled data and imbalance sample	Nov 20, 2020	Edge DetectionImage Segmentation	—Unverified
Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation	Nov 19, 2020	Few-Shot LearningImage Segmentation	—Unverified
SoftSeg: Advantages of soft versus binary training for image segmentation	Nov 18, 2020	BinarizationBrain Tumor Segmentation	—Unverified
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey	Nov 16, 2020	ArticlesImage Segmentation	—Unverified
Studying Robustness of Semantic Segmentation under Domain Shift in cardiac MRI	Nov 15, 2020	Data AugmentationImage Segmentation	—Unverified
w-Net: Dual Supervised Medical Image Segmentation Model with Multi-Dimensional Attention and Cascade Multi-Scale Convolution	Nov 15, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Efficient Medical Image Segmentation with Intermediate Supervision Mechanism	Nov 15, 2020	DecoderImage Segmentation	—Unverified
Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical images	Nov 11, 2020	Computed Tomography (CT)Image Segmentation	—Unverified
A comparative study of semi- and self-supervised semantic segmentation of biomedical microscopy data	Nov 11, 2020	image-classificationImage Classification	—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