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 3076–3100 of 5035 papers

Title	Date	Tasks	Status	Hype
Robust Segmentation of Cell Nuclei in 3-D Microscopy Images	Oct 7, 2021	Image SegmentationSegmentation	—Unverified	0
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
A Hybrid Spatial-temporal Deep Learning Architecture for Lane Detection	Oct 5, 2021	DecoderDeep Learning	—Unverified	0
Extensions of Karger's Algorithm: Why They Fail in Theory and How They Are Useful in Practice	Oct 5, 2021	Gaussian ProcessesImage Segmentation	—Unverified	0
Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation	Oct 5, 2021	Data AugmentationImage Segmentation	CodeCode Available	1
Transfer Learning U-Net Deep Learning for Lung Ultrasound Segmentation	Oct 5, 2021	Data AugmentationDeep Learning	CodeCode Available	1
Differentiable Spline Approximations	Oct 4, 2021	3D Point Cloud ReconstructionBIG-bench Machine Learning	—Unverified	0
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	0
Bounding Box Tightness Prior for Weakly Supervised Image Segmentation	Oct 3, 2021	Image SegmentationMultiple Instance Learning	CodeCode Available	1
UNCERTAINTY QUANTIFICATION USING VARIATIONAL INFERENCE FOR BIOMEDICAL IMAGE SEGMENTATION	Sep 29, 2021	Decoderimage-classification	—Unverified	0
One Stage Autoencoders for Multi-Domain Learning	Sep 29, 2021	ClusteringImage Clustering	—Unverified	0
Model-Based Robust Adaptive Semantic Segmentation	Sep 29, 2021	Autonomous VehiclesImage Segmentation	—Unverified	0
A Compositional Approach to Occlusion in Panoptic Segmentation	Sep 29, 2021	Image Segmentationobject-detection	—Unverified	0
DaSeGAN: Domain Adaptation for Segmentation Tasks via Generative Adversarial Networks	Sep 29, 2021	Domain AdaptationDomain Generalization	—Unverified	0
Rethinking Client Reweighting for Selfish Federated Learning	Sep 29, 2021	Federated Learningimage-classification	—Unverified	0
Training on Polar Image Transformations Improves Biomedical Image Segmentation	Sep 29, 2021	Image SegmentationLesion Segmentation	CodeCode Available	1
MetaHistoSeg: A Python Framework for Meta Learning in Histopathology Image Segmentation	Sep 29, 2021	Domain GeneralizationFew-Shot Learning	—Unverified	0
All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation	Sep 28, 2021	AllBrain Tumor Segmentation	—Unverified	0
Using Soft Labels to Model Uncertainty in Medical Image Segmentation	Sep 26, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Group Shift Pointwise Convolution for Volumetric Medical Image Segmentation	Sep 26, 2021	Image SegmentationMedical Image Segmentation	—Unverified	0
Self-Training Based Unsupervised Cross-Modality Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation	Sep 22, 2021	Domain AdaptationImage Segmentation	—Unverified	0
Segmentation with mixed supervision: Confidence maximization helps knowledge distillation	Sep 21, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1
Survey on Semantic Stereo Matching / Semantic Depth Estimation	Sep 21, 2021	3D ReconstructionAutonomous Driving	—Unverified	0
Mutual Consistency Learning for Semi-supervised Medical Image Segmentation	Sep 21, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1

Show:10 25 50

← PrevPage 124 of 202Next →

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