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 3351–3375 of 5035 papers

Title	Date	Tasks	Status
Explainable, automated urban interventions to improve pedestrian and vehicle safety	Oct 22, 2021	Image SegmentationSemantic Segmentation	—Unverified
Adaptive Fusion Affinity Graph with Noise-free Online Low-rank Representation for Natural Image Segmentation	Oct 22, 2021	Density EstimationImage Segmentation	CodeCode Available
Towards Reducing Aleatoric Uncertainty for Medical Imaging Tasks	Oct 21, 2021	Data AugmentationDecision Making Under Uncertainty	—Unverified
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation	Oct 20, 2021	DecoderGPU	—Unverified
Semantic Segmentation for Urban-Scene Images	Oct 20, 2021	Autonomous DrivingImage Segmentation	CodeCode Available
A Unified Framework for Generalized Low-Shot Medical Image Segmentation with Scarce Data	Oct 18, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Color Image Segmentation Using Multi-Objective Swarm Optimizer and Multi-level Histogram Thresholding	Oct 18, 2021	Image SegmentationSegmentation	—Unverified
Temporally stable video segmentation without video annotations	Oct 17, 2021	DecoderImage Segmentation	—Unverified
Convolutional Deep Denoising Autoencoders for Radio Astronomical Images	Oct 16, 2021	DenoisingImage Segmentation	—Unverified
Domain generalization in deep learning for contrast-enhanced imaging	Oct 14, 2021	AnatomyData Augmentation	—Unverified
Possibilistic Fuzzy Local Information C-Means with Automated Feature Selection for Seafloor Segmentation	Oct 14, 2021	Clusteringfeature selection	—Unverified
Exploring Content Based Image Retrieval for Highly Imbalanced Melanoma Data using Style Transfer, Semantic Image Segmentation and Ensemble Learning	Oct 12, 2021	Content-Based Image RetrievalEnsemble Learning	—Unverified
Two-stage Visual Cues Enhancement Network for Referring Image Segmentation	Oct 9, 2021	Image SegmentationRetrieval	CodeCode Available
DenseNet approach to segmentation and classification of dermatoscopic skin lesions images	Oct 9, 2021	ClassificationDiagnostic	CodeCode Available
InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization	Oct 7, 2021	Image SegmentationRepresentation Learning	—Unverified
SkullEngine: A Multi-stage CNN Framework for Collaborative CBCT Image Segmentation and Landmark Detection	Oct 7, 2021	Image SegmentationSegmentation	—Unverified
Robust Segmentation of Cell Nuclei in 3-D Microscopy Images	Oct 7, 2021	Image SegmentationSegmentation	—Unverified
A Hybrid Spatial-temporal Deep Learning Architecture for Lane Detection	Oct 5, 2021	DecoderDeep Learning	—Unverified
Extensions of Karger's Algorithm: Why They Fail in Theory and How They Are Useful in Practice	Oct 5, 2021	Gaussian ProcessesImage Segmentation	—Unverified
Differentiable Spline Approximations	Oct 4, 2021	3D Point Cloud ReconstructionBIG-bench Machine Learning	—Unverified
CDRNet: Accurate Cup-to-Disc Ratio Measurement with Tight Bounding Box Supervision in Fundus Photography Using Deep Learning	Oct 3, 2021	Image SegmentationMultiple Instance Learning	CodeCode Available
MetaHistoSeg: A Python Framework for Meta Learning in Histopathology Image Segmentation	Sep 29, 2021	Domain GeneralizationFew-Shot Learning	—Unverified
A Compositional Approach to Occlusion in Panoptic Segmentation	Sep 29, 2021	Image Segmentationobject-detection	—Unverified
UNCERTAINTY QUANTIFICATION USING VARIATIONAL INFERENCE FOR BIOMEDICAL IMAGE SEGMENTATION	Sep 29, 2021	Decoderimage-classification	—Unverified
One Stage Autoencoders for Multi-Domain Learning	Sep 29, 2021	ClusteringImage Clustering	—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