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 4576–4600 of 5035 papers

Title	Date	Tasks	Status	Hype
Learning Aerial Image Segmentation from Online Maps	Jul 21, 2017	General ClassificationImage Segmentation	CodeCode Available	0
Improving Gibbs Sampler Scan Quality with DoGS	Jul 18, 2017	Image SegmentationObject Recognition	—Unverified	0
Dominant Sets for "Constrained" Image Segmentation	Jul 15, 2017	Image SegmentationInteractive Segmentation	—Unverified	0
Adversarial training and dilated convolutions for brain MRI segmentation	Jul 11, 2017	Image SegmentationMedical Image Analysis	—Unverified	0
Image Segmentation Algorithms Overview	Jul 7, 2017	ClusteringEdge Detection	—Unverified	0
On the Compactness, Efficiency, and Representation of 3D Convolutional Networks: Brain Parcellation as a Pretext Task	Jul 6, 2017	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	0
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation	Jul 3, 2017	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
Location Dependent Dirichlet Processes	Jul 2, 2017	Gaussian ProcessesImage Segmentation	—Unverified	0
Improving RANSAC-Based Segmentation Through CNN Encapsulation	Jul 1, 2017	Image SegmentationIris Recognition	—Unverified	0
Learning Object Interactions and Descriptions for Semantic Image Segmentation	Jul 1, 2017	Image CaptioningImage Segmentation	—Unverified	0
Combining Bottom-Up, Top-Down, and Smoothness Cues for Weakly Supervised Image Segmentation	Jul 1, 2017	Image SegmentationObject	—Unverified	0
Semantic Segmentation via Structured Patch Prediction, Context CRF and Guidance CRF	Jul 1, 2017	Image SegmentationScene Parsing	CodeCode Available	0
ShapeOdds: Variational Bayesian Learning of Generative Shape Models	Jul 1, 2017	Image Segmentationobject-detection	—Unverified	0
Robust Video-Based Eye Tracking Using Recursive Estimation of Pupil Characteristics	Jun 25, 2017	Image SegmentationPupil Detection	CodeCode Available	0
A Computer Vision Pipeline for Automated Determination of Cardiac Structure and Function and Detection of Disease by Two-Dimensional Echocardiography	Jun 22, 2017	Image SegmentationSemantic Segmentation	—Unverified	0
Tversky loss function for image segmentation using 3D fully convolutional deep networks	Jun 18, 2017	Image SegmentationLesion Segmentation	CodeCode Available	0
Rethinking Atrous Convolution for Semantic Image Segmentation	Jun 17, 2017	2D Semantic SegmentationDichotomous Image Segmentation	CodeCode Available	1
Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation	Jun 15, 2017	Active LearningImage Segmentation	—Unverified	0
ν-net: Deep Learning for Generalized Biventricular Cardiac Mass and Function Parameters	Jun 14, 2017	AnatomyImage Segmentation	—Unverified	0
A dynamic graph-cuts method with integrated multiple feature maps for segmenting kidneys in ultrasound images	Jun 11, 2017	Computational EfficiencyImage Segmentation	—Unverified	0
SegAN: Adversarial Network with Multi-scale L_1 Loss for Medical Image Segmentation	Jun 6, 2017	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
Line Profile Based Segmentation Algorithm for Touching Corn Kernels	Jun 1, 2017	General ClassificationImage Segmentation	—Unverified	0
Nighttime sky/cloud image segmentation	May 30, 2017	Image SegmentationSegmentation	CodeCode Available	0
Dense Transformer Networks	May 24, 2017	DecoderImage Segmentation	CodeCode Available	0
The Lovász-Softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks	May 24, 2017	Image SegmentationSegmentation	CodeCode Available	2

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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