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 4651–4675 of 5035 papers

Title	Date	Tasks	Status
Convolutional Oriented Boundaries: From Image Segmentation to High-Level Tasks	Jan 17, 2017	Boundary DetectionContour Detection	CodeCode Available
A Digital Fuzzy Edge Detector for Color Images	Jan 12, 2017	Edge DetectionImage Segmentation	—Unverified
CNN-based Segmentation of Medical Imaging Data	Jan 11, 2017	Brain Tumor SegmentationImage Segmentation	CodeCode Available
Constrained Deep Weak Supervision for Histopathology Image Segmentation	Jan 3, 2017	Image SegmentationMultiple Instance Learning	—Unverified
Rotation equivariant vector field networks	Dec 29, 2016	Breast Tumour ClassificationColorectal Gland Segmentation:	CodeCode Available
Efficiently Computing Piecewise Flat Embeddings for Data Clustering and Image Segmentation	Dec 20, 2016	ClusteringImage Segmentation	—Unverified
Deep Learning and Its Applications to Machine Health Monitoring: A Survey	Dec 16, 2016	Deep LearningImage Segmentation	CodeCode Available
FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics	Dec 16, 2016	Brain Image Segmentationimage-classification	CodeCode Available
A Multilinear Tongue Model Derived from Speech Related MRI Data of the Human Vocal Tract	Dec 15, 2016	DenoisingImage Denoising	CodeCode Available
Segmentation of large images based on super-pixels and community detection in graphs	Dec 12, 2016	Community DetectionImage Segmentation	—Unverified
Automatic Model Based Dataset Generation for Fast and Accurate Crop and Weeds Detection	Dec 9, 2016	Dataset GenerationGeneral Classification	—Unverified
An Efficient Algorithm for the Piecewise-Smooth Model with Approximately Explicit Solutions	Dec 8, 2016	Image SegmentationSegmentation	—Unverified
Spatially Adaptive Computation Time for Residual Networks	Dec 7, 2016	ClassificationComputational Efficiency	CodeCode Available
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts	Dec 7, 2016	Image SegmentationMedical Image Segmentation	—Unverified
Fine-grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images	Dec 6, 2016	Image SegmentationMedical Image Segmentation	—Unverified
Implicit Modeling -- A Generalization of Discriminative and Generative Approaches	Dec 5, 2016	General ClassificationImage Segmentation	—Unverified
Classification With an Edge: Improving Semantic Image Segmentation with Boundary Detection	Dec 5, 2016	Boundary DetectionDecoder	CodeCode Available
3D Ultrasound image segmentation: A Survey	Nov 29, 2016	Image SegmentationSegmentation	—Unverified
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation	Nov 28, 2016	image-classificationImage Segmentation	CodeCode Available
Clickstream analysis for crowd-based object segmentation with confidence	Nov 25, 2016	Image SegmentationObject	—Unverified
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes	Nov 24, 2016	Autonomous DrivingImage Segmentation	CodeCode Available
Image Segmentation Using Overlapping Group Sparsity	Nov 23, 2016	ClusteringDenoising	—Unverified
ResFeats: Residual Network Based Features for Image Classification	Nov 21, 2016	ClassificationDimensionality Reduction	—Unverified
Efficient Convolutional Neural Network with Binary Quantization Layer	Nov 21, 2016	ClusteringImage Segmentation	—Unverified
Convolutional Gated Recurrent Networks for Video Segmentation	Nov 16, 2016	Image SegmentationSegmentation	—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