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 3901–3925 of 5035 papers

Title	Date	Tasks	Status	Hype
Causality matters in medical imaging	Dec 17, 2019	BIG-bench Machine LearningImage Segmentation	—Unverified	0
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax	Dec 16, 2019	Deep LearningImage Segmentation	—Unverified	0
What Else Can Fool Deep Learning? Addressing Color Constancy Errors on Deep Neural Network Performance	Dec 15, 2019	Color ConstancyImage Augmentation	CodeCode Available	1
LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation	Dec 13, 2019	Computational EfficiencyImage Segmentation	CodeCode Available	0
Meta-Learning Initializations for Image Segmentation	Dec 13, 2019	Bayesian OptimizationFew-Shot Image Classification	CodeCode Available	0
Greenery Segmentation In Urban Images By Deep Learning	Dec 12, 2019	Deep LearningImage Segmentation	—Unverified	0
IterNet: Retinal Image Segmentation Utilizing Structural Redundancy in Vessel Networks	Dec 12, 2019	Image SegmentationRetinal Vessel Segmentation	CodeCode Available	0
Understanding Important Features of Deep Learning Models for Transmission Electron Microscopy Image Segmentation	Dec 12, 2019	Deep LearningElectron Microscopy Image Segmentation	—Unverified	0
SegTHOR: Segmentation of Thoracic Organs at Risk in CT images	Dec 12, 2019	Image SegmentationSegmentation	—Unverified	0
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation	Dec 11, 2019	Computed Tomography (CT)Decoder	CodeCode Available	1
Wide-Area Land Cover Mapping with Sentinel-1 Imagery using Deep Learning Semantic Segmentation Models	Dec 11, 2019	Image ClassificationImage Segmentation	—Unverified	0
End-to-end Training of CNN-CRF via Differentiable Dual-Decomposition	Dec 6, 2019	Image SegmentationSemantic Segmentation	CodeCode Available	0
OASIS: One-pass aligned Atlas Set for Image Segmentation	Dec 5, 2019	Image RegistrationImage Segmentation	—Unverified	0
FocusNet++: Attentive Aggregated Transformations for Efficient and Accurate Medical Image Segmentation	Dec 4, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Adversarial normalization for multi domain image segmentation	Dec 2, 2019	Image SegmentationSegmentation	—Unverified	0
End to End Trainable Active Contours via Differentiable Rendering	Dec 1, 2019	DecoderImage Segmentation	CodeCode Available	0
Neural Diffusion Distance for Image Segmentation	Dec 1, 2019	Image SegmentationSegmentation	—Unverified	0
Image segmentation of liver stage malaria infection with spatial uncertainty sampling	Nov 30, 2019	Cultural Vocal Bursts Intensity PredictionImage Segmentation	—Unverified	0
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation	Nov 29, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Leveraging Self-supervised Denoising for Image Segmentation	Nov 27, 2019	DenoisingImage Segmentation	CodeCode Available	0
Improving land cover segmentation across satellites using domain adaptation	Nov 25, 2019	Domain AdaptationEarth Observation	CodeCode Available	0
Iteratively-Refined Interactive 3D Medical Image Segmentation with Multi-Agent Reinforcement Learning	Nov 23, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation	Nov 22, 2019	Image SegmentationRetinal Vessel Segmentation	—Unverified	0
Identify the cells' nuclei based on the deep learning neural network	Nov 22, 2019	Image SegmentationSegmentation	—Unverified	0
Segmenting Medical MRI via Recurrent Decoding Cell	Nov 21, 2019	DecoderImage Segmentation	CodeCode Available	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