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 2826–2850 of 5035 papers

Title	Date	Tasks	Status	Hype
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation	Mar 16, 2022	Image SegmentationMedical Image Analysis	—Unverified	0
Point-Unet: A Context-aware Point-based Neural Network for Volumetric Segmentation	Mar 16, 2022	Image SegmentationMedical Image Analysis	CodeCode Available	1
CapsNet for Medical Image Segmentation	Mar 16, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Tangles and Hierarchical Clustering	Mar 16, 2022	ClusteringImage Segmentation	—Unverified	0
3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation	Mar 16, 2022	HippocampusImage Segmentation	CodeCode Available	1
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image Segmentation	Mar 16, 2022	Image SegmentationKnowledge Distillation	CodeCode Available	1
The Structured Abstain Problem and the Lovász Hinge	Mar 16, 2022	Binary ClassificationImage Segmentation	—Unverified	0
Neural Radiance Projection	Mar 15, 2022	Generative Adversarial NetworkImage Segmentation	—Unverified	0
Skydiver: A Spiking Neural Network Accelerator Exploiting Spatio-Temporal Workload Balance	Mar 14, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
PNM: Pixel Null Model for General Image Segmentation	Mar 13, 2022	Image Segmentationmodel	—Unverified	0
Auto-FedRL: Federated Hyperparameter Optimization for Multi-institutional Medical Image Segmentation	Mar 12, 2022	Federated LearningHyperparameter Optimization	—Unverified	0
Medical Image Segmentation on MRI Images with Missing Modalities: A Review	Mar 11, 2022	Image GenerationImage Segmentation	—Unverified	0
ROOD-MRI: Benchmarking the robustness of deep learning segmentation models to out-of-distribution and corrupted data in MRI	Mar 11, 2022	BenchmarkingData Augmentation	CodeCode Available	1
Hyperbolic Image Segmentation	Mar 11, 2022	Image SegmentationSegmentation	CodeCode Available	1
Label-efficient Hybrid-supervised Learning for Medical Image Segmentation	Mar 10, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
On-the-Fly Test-time Adaptation for Medical Image Segmentation	Mar 10, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
UNeXt: MLP-based Rapid Medical Image Segmentation Network	Mar 9, 2022	DecoderImage Segmentation	CodeCode Available	2
PHTrans: Parallelly Aggregating Global and Local Representations for Medical Image Segmentation	Mar 9, 2022	DecoderImage Segmentation	CodeCode Available	1
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers	Mar 9, 2022	3D Object DetectionAutonomous Vehicles	CodeCode Available	2
An Efficient Polyp Segmentation Network	Mar 8, 2022	Image SegmentationSegmentation	—Unverified	0
NaviAirway: a Bronchiole-sensitive Deep Learning-based Airway Segmentation Pipeline	Mar 8, 2022	Deep LearningImage Segmentation	CodeCode Available	1
Stepwise Feature Fusion: Local Guides Global	Mar 7, 2022	DecoderImage Segmentation	CodeCode Available	1
Monocular Robot Navigation with Self-Supervised Pretrained Vision Transformers	Mar 7, 2022	CPUImage Segmentation	—Unverified	0
A novel shape-based loss function for machine learning-based seminal organ segmentation in medical imaging	Mar 7, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
Cartoon-texture evolution for two-region image segmentation	Mar 7, 2022	Image SegmentationSegmentation	—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