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 2801–2825 of 5035 papers

Title	Date	Tasks	Status	Hype
Feature Selective Transformer for Semantic Image Segmentation	Mar 26, 2022	feature selectionImage Segmentation	—Unverified	0
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation	Mar 26, 2022	Domain AdaptationImage Segmentation	—Unverified	0
Learning to segment fetal brain tissue from noisy annotations	Mar 25, 2022	Brain SegmentationDeep Learning	—Unverified	0
Neural Networks with Divisive normalization for image segmentation with application in cityscapes dataset	Mar 25, 2022	Image SegmentationSegmentation	CodeCode Available	0
ST-FL: Style Transfer Preprocessing in Federated Learning for COVID-19 Segmentation	Mar 25, 2022	COVID-19 DiagnosisCOVID-19 Image Segmentation	—Unverified	0
Transformers Meet Visual Learning Understanding: A Comprehensive Review	Mar 24, 2022	image-classificationImage Classification	—Unverified	0
GOSS: Towards Generalized Open-set Semantic Segmentation	Mar 23, 2022	ClusteringImage Segmentation	—Unverified	0
Cell segmentation from telecentric bright-field transmitted light microscopy images using a Residual Attention U-Net: a case study on HeLa line	Mar 23, 2022	Cell SegmentationImage Segmentation	—Unverified	0
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels	Mar 23, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
Lane detection with Position Embedding	Mar 23, 2022	Autonomous DrivingImage Segmentation	—Unverified	0
A Binary Characterization Method for Shape Convexity and Applications	Mar 22, 2022	Image SegmentationSegmentation	—Unverified	0
Generative Adversarial Network for Future Hand Segmentation from Egocentric Video	Mar 21, 2022	Generative Adversarial NetworkHand Segmentation	CodeCode Available	0
On the Effect of Pre-Processing and Model Complexity for Plastic Analysis Using Short-Wave-Infrared Hyper-Spectral Imaging	Mar 21, 2022	Image SegmentationModel Selection	—Unverified	0
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation	Mar 21, 2022	Image SegmentationImputation	—Unverified	0
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation	Mar 21, 2022	Image SegmentationSegmentation	CodeCode Available	1
Test-time Adaptation with Slot-Centric Models	Mar 21, 2022	image-classificationImage Classification	CodeCode Available	1
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis	Mar 21, 2022	DecoderImage Segmentation	CodeCode Available	1
TransFusion: Multi-view Divergent Fusion for Medical Image Segmentation with Transformers	Mar 21, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
TVConv: Efficient Translation Variant Convolution for Layout-aware Visual Processing	Mar 20, 2022	Face RecognitionImage Segmentation	CodeCode Available	1
Adversarial Mutual Leakage Network for Cell Image Segmentation	Mar 20, 2022	Image SegmentationSegmentation	—Unverified	0
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation	Mar 19, 2022	Domain AdaptationImage Segmentation	—Unverified	0
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation	Mar 18, 2022	Federated LearningImage Segmentation	—Unverified	0
SOLIS: Autonomous Solubility Screening using Deep Neural Networks	Mar 18, 2022	Image SegmentationSemantic Segmentation	—Unverified	0
An Active Contour Model with Local Variance Force Term and Its Efficient Minimization Solver for Multi-phase Image Segmentation	Mar 17, 2022	Image SegmentationSegmentation	—Unverified	0
Transframer: Arbitrary Frame Prediction with Generative Models	Mar 17, 2022	image-classificationImage Classification	—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