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 2651–2675 of 5035 papers

Title	Date	Tasks	Status	Hype
Using the Polar Transform for Efficient Deep Learning-Based Aorta Segmentation in CTA Images	Jun 21, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency	Jun 21, 2022	Image SegmentationMedical Image Analysis	—Unverified	0
Deep Compatible Learning for Partially-Supervised Medical Image Segmentation	Jun 18, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image Segmentation	Jun 18, 2022	Deep LearningImage Segmentation	CodeCode Available	1
Diffusion models as plug-and-play priors	Jun 17, 2022	Combinatorial OptimizationDenoising	CodeCode Available	2
Joint Class-Affinity Loss Correction for Robust Medical Image Segmentation with Noisy Labels	Jun 16, 2022	Image SegmentationLearning with noisy labels	CodeCode Available	1
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation	Jun 16, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Waymo Open Dataset: Panoramic Video Panoptic Segmentation	Jun 15, 2022	3D Multi-Object TrackingAutonomous Driving	—Unverified	0
CRISP - Reliable Uncertainty Estimation for Medical Image Segmentation	Jun 15, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Data-Driven Deep Supervision for Medical Image Segmentation	Jun 14, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method	Jun 14, 2022	3D Reconstruction3D Shape Reconstruction	—Unverified	0
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation	Jun 14, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified	0
Fitting Segmentation Networks on Varying Image Resolutions using Splatting	Jun 13, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	1
Assessing Privacy Leakage in Synthetic 3-D PET Imaging using Transversal GAN	Jun 13, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	0
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	0
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation	Jun 10, 2022	Computed Tomography (CT)Contrastive Learning	—Unverified	0
Joint Modeling of Image and Label Statistics for Enhancing Model Generalizability of Medical Image Segmentation	Jun 9, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
MobileOne: An Improved One millisecond Mobile Backbone	Jun 8, 2022	Efficient Neural NetworkGaze Estimation	CodeCode Available	2
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation	Jun 8, 2022	Contrastive LearningDomain Adaptation	—Unverified	0
Deep Neural Patchworks: Coping with Large Segmentation Tasks	Jun 7, 2022	GPUImage Segmentation	—Unverified	0
Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?	Jun 7, 2022	DecoderImage Compression	—Unverified	0
EVAC+: Multi-scale V-net with Deep Feature CRF Layers for Brain Extraction	Jun 6, 2022	Image SegmentationSemantic Segmentation	CodeCode Available	0
MASNet:Improve Performance of Siamese Networks with Mutual-attention for Remote Sensing Change Detection Tasks	Jun 6, 2022	Change DetectionDecoder	—Unverified	0
Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation	Jun 6, 2022	Contrastive LearningImage Segmentation	CodeCode Available	1
Implementation of a Modified U-Net for Medical Image Segmentation on Edge Devices	Jun 6, 2022	Image SegmentationMedical Image Segmentation	—Unverified	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