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 3176–3200 of 5035 papers

Title	Date	Tasks	Status
ReSTR: Convolution-free Referring Image Segmentation Using Transformers	Mar 31, 2022	Image SegmentationReferring Expression Segmentation	—Unverified
Learning Instance-Specific Adaptation for Cross-Domain Segmentation	Mar 30, 2022	Data AugmentationDomain Adaptation	—Unverified
The impact of using voxel-level segmentation metrics on evaluating multifocal prostate cancer localisation	Mar 30, 2022	Image SegmentationMedical Image Segmentation	—Unverified
COSMOS: Cross-Modality Unsupervised Domain Adaptation for 3D Medical Image Segmentation based on Target-aware Domain Translation and Iterative Self-Training	Mar 30, 2022	Domain AdaptationImage Segmentation	—Unverified
L^3U-net: Low-Latency Lightweight U-net Based Image Segmentation Model for Parallel CNN Processors	Mar 30, 2022	Image SegmentationSegmentation	—Unverified
Image Segmentation with Adaptive Spatial Priors from Joint Registration	Mar 29, 2022	Image SegmentationSegmentation	—Unverified
A distribution-dependent Mumford-Shah model for unsupervised hyperspectral image segmentation	Mar 28, 2022	DenoisingDimensionality Reduction	CodeCode Available
Iterative, Deep Synthetic Aperture Sonar Image Segmentation	Mar 28, 2022	Deep LearningImage Segmentation	—Unverified
Feature Selective Transformer for Semantic Image Segmentation	Mar 26, 2022	feature selectionImage Segmentation	—Unverified
Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation	Mar 26, 2022	Domain AdaptationImage Segmentation	—Unverified
ST-FL: Style Transfer Preprocessing in Federated Learning for COVID-19 Segmentation	Mar 25, 2022	COVID-19 DiagnosisCOVID-19 Image Segmentation	—Unverified
Learning to segment fetal brain tissue from noisy annotations	Mar 25, 2022	Brain SegmentationDeep Learning	—Unverified
Neural Networks with Divisive normalization for image segmentation with application in cityscapes dataset	Mar 25, 2022	Image SegmentationSegmentation	CodeCode Available
Transformers Meet Visual Learning Understanding: A Comprehensive Review	Mar 24, 2022	image-classificationImage Classification	—Unverified
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
Lane detection with Position Embedding	Mar 23, 2022	Autonomous DrivingImage Segmentation	—Unverified
GOSS: Towards Generalized Open-set Semantic Segmentation	Mar 23, 2022	ClusteringImage Segmentation	—Unverified
A Binary Characterization Method for Shape Convexity and Applications	Mar 22, 2022	Image SegmentationSegmentation	—Unverified
TransFusion: Multi-view Divergent Fusion for Medical Image Segmentation with Transformers	Mar 21, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Generative Adversarial Network for Future Hand Segmentation from Egocentric Video	Mar 21, 2022	Generative Adversarial NetworkHand Segmentation	CodeCode Available
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation	Mar 21, 2022	Image SegmentationImputation	—Unverified
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
Adversarial Mutual Leakage Network for Cell Image Segmentation	Mar 20, 2022	Image SegmentationSegmentation	—Unverified
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation	Mar 19, 2022	Domain AdaptationImage Segmentation	—Unverified
SOLIS: Autonomous Solubility Screening using Deep Neural Networks	Mar 18, 2022	Image SegmentationSemantic 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