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 3951–3975 of 5035 papers

Title	Date	Tasks	Status
Transfer Learning with Edge Attention for Prostate MRI Segmentation	Dec 20, 2019	Image SegmentationMRI segmentation	—Unverified
Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image Segmentation	Dec 20, 2019	BIG-bench Machine LearningImage Segmentation	CodeCode Available
Evaluation of Multi-Slice Inputs to Convolutional Neural Networks for Medical Image Segmentation	Dec 19, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Multi-focus Image Fusion Based on Similarity Characteristics	Dec 17, 2019	ClusteringImage Segmentation	—Unverified
Causality matters in medical imaging	Dec 17, 2019	BIG-bench Machine LearningImage Segmentation	—Unverified
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax	Dec 16, 2019	Deep LearningImage Segmentation	—Unverified
Meta-Learning Initializations for Image Segmentation	Dec 13, 2019	Bayesian OptimizationFew-Shot Image Classification	CodeCode Available
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation	Dec 13, 2019	Computational EfficiencyImage Segmentation	CodeCode Available
Understanding Important Features of Deep Learning Models for Transmission Electron Microscopy Image Segmentation	Dec 12, 2019	Deep LearningElectron Microscopy Image Segmentation	—Unverified
SegTHOR: Segmentation of Thoracic Organs at Risk in CT images	Dec 12, 2019	Image SegmentationSegmentation	—Unverified
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	Dec 12, 2019	Image SegmentationRetinal Vessel Segmentation	CodeCode Available
Greenery Segmentation In Urban Images By Deep Learning	Dec 12, 2019	Deep LearningImage Segmentation	—Unverified
Wide-Area Land Cover Mapping with Sentinel-1 Imagery using Deep Learning Semantic Segmentation Models	Dec 11, 2019	Image ClassificationImage Segmentation	—Unverified
End-to-end Training of CNN-CRF via Differentiable Dual-Decomposition	Dec 6, 2019	Image SegmentationSemantic Segmentation	CodeCode Available
OASIS: One-pass aligned Atlas Set for Image Segmentation	Dec 5, 2019	Image RegistrationImage Segmentation	—Unverified
FocusNet++: Attentive Aggregated Transformations for Efficient and Accurate Medical Image Segmentation	Dec 4, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Adversarial normalization for multi domain image segmentation	Dec 2, 2019	Image SegmentationSegmentation	—Unverified
End to End Trainable Active Contours via Differentiable Rendering	Dec 1, 2019	DecoderImage Segmentation	CodeCode Available
Neural Diffusion Distance for Image Segmentation	Dec 1, 2019	Image SegmentationSegmentation	—Unverified
Image segmentation of liver stage malaria infection with spatial uncertainty sampling	Nov 30, 2019	Cultural Vocal Bursts Intensity PredictionImage Segmentation	—Unverified
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation	Nov 29, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Leveraging Self-supervised Denoising for Image Segmentation	Nov 27, 2019	DenoisingImage Segmentation	CodeCode Available
Improving land cover segmentation across satellites using domain adaptation	Nov 25, 2019	Domain AdaptationEarth Observation	CodeCode Available
Iteratively-Refined Interactive 3D Medical Image Segmentation with Multi-Agent Reinforcement Learning	Nov 23, 2019	Image SegmentationMedical Image Segmentation	—Unverified
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation	Nov 22, 2019	Image SegmentationRetinal Vessel 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