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 3351–3375 of 5035 papers

Title	Date	Tasks	Status	Hype
Learning Foreground-Background Segmentation from Improved Layered GANs	Apr 1, 2021	Generative Adversarial NetworkImage Segmentation	—Unverified	0
Topology-Preserving 3D Image Segmentation Based On Hyperelastic Regularization	Mar 31, 2021	Image SegmentationSegmentation	—Unverified	0
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation	Mar 31, 2021	Hard AttentionImage Segmentation	CodeCode Available	1
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation	Mar 30, 2021	Few-Shot Semantic SegmentationImage Segmentation	CodeCode Available	1
Locate then Segment: A Strong Pipeline for Referring Image Segmentation	Mar 30, 2021	Generalized Referring Expression SegmentationImage Segmentation	—Unverified	0
Is segmentation uncertainty useful?	Mar 30, 2021	Active LearningImage Segmentation	CodeCode Available	1
Assessing the Role of Random Forests in Medical Image Segmentation	Mar 30, 2021	GPUImage Segmentation	—Unverified	0
Boundary IoU: Improving Object-Centric Image Segmentation Evaluation	Mar 30, 2021	Image SegmentationObject	CodeCode Available	1
CateNorm: Categorical Normalization for Robust Medical Image Segmentation	Mar 29, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation	Mar 29, 2021	GPUImage Segmentation	CodeCode Available	0
Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers	Mar 29, 2021	DecoderImage Segmentation	CodeCode Available	1
Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future	Mar 27, 2021	Deep LearningDiagnostic	—Unverified	0
Instance segmentation with the number of clusters incorporated in embedding learning	Mar 27, 2021	ClusteringImage Segmentation	—Unverified	0
A Comprehensive Review of Image Analysis Methods for Microorganism Counting: From Classical Image Processing to Deep Learning Approaches	Mar 25, 2021	Articlesimage-classification	—Unverified	0
Contextual Information Enhanced Convolutional Neural Networks for Retinal Vessel Segmentation in Color Fundus Images	Mar 25, 2021	DecoderImage Segmentation	—Unverified	0
Test-Time Training for Deformable Multi-Scale Image Registration	Mar 25, 2021	Image RegistrationImage Segmentation	—Unverified	0
Machine Learning-based Automatic Graphene Detection with Color Correction for Optical Microscope Images	Mar 24, 2021	BIG-bench Machine LearningImage Segmentation	—Unverified	0
Learning Versatile Neural Architectures by Propagating Network Codes	Mar 24, 2021	Image SegmentationNeural Architecture Search	CodeCode Available	1
Multiview and Multiclass Image Segmentation using Deep Learning in Fetal Echocardiography	Mar 23, 2021	Image SegmentationSegmentation	—Unverified	0
Roughness Index and Roughness Distance for Benchmarking Medical Segmentation	Mar 23, 2021	BenchmarkingImage Segmentation	CodeCode Available	0
Spatially Dependent U-Nets: Highly Accurate Architectures for Medical Imaging Segmentation	Mar 22, 2021	Image SegmentationInductive Bias	—Unverified	0
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation	Mar 22, 2021	image-classificationImage Classification	—Unverified	0
Pathological Image Segmentation with Noisy Labels	Mar 20, 2021	Image SegmentationSegmentation	—Unverified	0
Improving Image co-segmentation via Deep Metric Learning	Mar 19, 2021	Image SegmentationMetric Learning	—Unverified	0
Deep Label Fusion: A 3D End-to-End Hybrid Multi-Atlas Segmentation and Deep Learning Pipeline	Mar 19, 2021	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