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 3551–3575 of 5035 papers

Title	Date	Tasks	Status	Hype
GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation	Oct 19, 2020	Image SegmentationLesion Segmentation	—Unverified	0
CT Image Segmentation for Inflamed and Fibrotic Lungs Using a Multi-Resolution Convolutional Neural Network	Oct 16, 2020	ClusteringImage Segmentation	—Unverified	0
Human Perception-based Evaluation Criterion for Ultra-high Resolution Cell Membrane Segmentation	Oct 16, 2020	Image SegmentationSegmentation	—Unverified	0
Ensembling Low Precision Models for Binary Biomedical Image Segmentation	Oct 16, 2020	Image SegmentationLesion Segmentation	—Unverified	0
HS-ResNet: Hierarchical-Split Block on Convolutional Neural Network	Oct 15, 2020	image-classificationImage Classification	CodeCode Available	1
Encoder-decoder semantic segmentation models for electroluminescence images of thin-film photovoltaic modules	Oct 15, 2020	DecoderImage Segmentation	—Unverified	0
PP-LinkNet: Improving Semantic Segmentation of High Resolution Satellite Imagery with Multi-stage Training	Oct 14, 2020	Disaster ResponseImage Segmentation	—Unverified	0
Bridging 2D and 3D Segmentation Networks for Computation Efficient Volumetric Medical Image Segmentation: An Empirical Study of 2.5D Solutions	Oct 13, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets	Oct 13, 2020	Domain GeneralizationImage Segmentation	CodeCode Available	0
Automation of Hemocompatibility Analysis Using Image Segmentation and a Random Forest	Oct 13, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Selective Information Passing for MR/CT Image Segmentation	Oct 10, 2020	DecoderImage Segmentation	CodeCode Available	0
Contrastive Rendering for Ultrasound Image Segmentation	Oct 10, 2020	Contrastive LearningImage Segmentation	—Unverified	0
Deep Tiered Image Segmentation For Detecting Internal Ice Layers in Radar Imagery	Oct 8, 2020	Image SegmentationSemantic Segmentation	—Unverified	0
Automatic Data Augmentation for 3D Medical Image Segmentation	Oct 7, 2020	Data AugmentationDiversity	CodeCode Available	1
Secure 3D medical Imaging	Oct 6, 2020	Image SegmentationSegmentation	—Unverified	0
Depth-wise layering of 3d images using dense depth maps: a threshold based approach	Oct 5, 2020	Image SegmentationSegmentation	—Unverified	0
MetaBox+: A new Region Based Active Learning Method for Semantic Segmentation using Priority Maps	Oct 5, 2020	Active LearningImage Segmentation	—Unverified	0
Quantifying Statistical Significance of Neural Network-based Image Segmentation by Selective Inference	Oct 5, 2020	Computational EfficiencyImage Segmentation	CodeCode Available	0
Local Label Point Correction for Edge Detection of Overlapping Cervical Cells	Oct 5, 2020	Cell SegmentationEdge Detection	CodeCode Available	1
Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation	Oct 4, 2020	Cardiac SegmentationImage Segmentation	—Unverified	0
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation	Oct 4, 2020	3D Medical Imaging SegmentationBrain Tumor Segmentation	CodeCode Available	1
EGMM: an Evidential Version of the Gaussian Mixture Model for Clustering	Oct 3, 2020	Brain Image SegmentationClustering	—Unverified	0
Deep Learning for Earth Image Segmentation based on Imperfect Polyline Labels with Annotation Errors	Oct 2, 2020	Deep LearningImage Segmentation	—Unverified	0
Morphological segmentation of hyperspectral images	Oct 2, 2020	Image SegmentationSegmentation	—Unverified	0
Referring Image Segmentation via Cross-Modal Progressive Comprehension	Oct 1, 2020	AttributeImage Segmentation	CodeCode Available	1

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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