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
FF-UNet: a U-Shaped Deep Convolutional Neural Network for Multimodal Biomedical Image Segmentation	Jun 27, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
MaskRange: A Mask-classification Model for Range-view based LiDAR Segmentation	Jun 24, 2022	ClassificationData Augmentation	—Unverified
Superadditivity and Convex Optimization for Globally Optimal Cell Segmentation using Deformable Shape Models	Jun 23, 2022	Cell SegmentationComputational Efficiency	CodeCode Available
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency	Jun 21, 2022	Image SegmentationMedical Image Analysis	—Unverified
Deep Compatible Learning for Partially-Supervised Medical Image Segmentation	Jun 18, 2022	Image SegmentationMedical Image Segmentation	—Unverified
CRISP - Reliable Uncertainty Estimation for Medical Image Segmentation	Jun 15, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Waymo Open Dataset: Panoramic Video Panoptic Segmentation	Jun 15, 2022	3D Multi-Object TrackingAutonomous Driving	—Unverified
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation	Jun 14, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified
DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method	Jun 14, 2022	3D Reconstruction3D Shape Reconstruction	—Unverified
Data-Driven Deep Supervision for Medical Image Segmentation	Jun 14, 2022	Image SegmentationMedical Image Segmentation	—Unverified
On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and Dice	Jun 13, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GAN	Jun 13, 2022	Image SegmentationSemantic Segmentation	CodeCode Available
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation	Jun 10, 2022	Computed Tomography (CT)Contrastive Learning	—Unverified
Joint Modeling of Image and Label Statistics for Enhancing Model Generalizability of Medical Image Segmentation	Jun 9, 2022	Image SegmentationMedical Image Segmentation	—Unverified
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation	Jun 8, 2022	Contrastive LearningDomain Adaptation	—Unverified
Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?	Jun 7, 2022	DecoderImage Compression	—Unverified
Deep Neural Patchworks: Coping with Large Segmentation Tasks	Jun 7, 2022	GPUImage Segmentation	—Unverified
MASNet:Improve Performance of Siamese Networks with Mutual-attention for Remote Sensing Change Detection Tasks	Jun 6, 2022	Change DetectionDecoder	—Unverified
Implementation of a Modified U-Net for Medical Image Segmentation on Edge Devices	Jun 6, 2022	Image SegmentationMedical Image Segmentation	—Unverified
EVAC+: Multi-scale V-net with Deep Feature CRF Layers for Brain Extraction	Jun 6, 2022	Image SegmentationSemantic Segmentation	CodeCode Available
ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training	Jun 5, 2022	Domain AdaptationImage Segmentation	—Unverified
GridShift: A Faster Mode-seeking Algorithm for Image Segmentation and Object Tracking	Jun 5, 2022	Image SegmentationObject Tracking	—Unverified
Mutual- and Self- Prototype Alignment for Semi-supervised Medical Image Segmentation	Jun 3, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Learning Probabilistic Topological Representations Using Discrete Morse Theory	Jun 3, 2022	Image SegmentationSemantic Segmentation	—Unverified
A Deep-Learning Usability Expansion Model of Ocean Observations	Jun 3, 2022	Deep LearningImage Segmentation	—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