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 4851–4875 of 5035 papers

Title	Date	Tasks	Status	Hype
A Multi-scale Multiple Instance Video Description Network	May 21, 2015	Image SegmentationMultiple Instance Learning	—Unverified	0
U-Net: Convolutional Networks for Biomedical Image Segmentation	May 18, 2015	Cell SegmentationCell Tracking	CodeCode Available	3
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Edge-Preserving Coherence	May 13, 2015	Image SegmentationObject Recognition	—Unverified	0
A new Level-set based Protocol for Accurate Bone Segmentation from CT Imaging	May 12, 2015	Image CroppingImage Deconvolution	—Unverified	0
Deep Learning for Medical Image Segmentation	May 8, 2015	Deep LearningHippocampus	—Unverified	0
Exploring Models and Data for Image Question Answering	May 8, 2015	Image Segmentationobject-detection	CodeCode Available	0
Graphical Potential Games	May 6, 2015	Image SegmentationSemantic Segmentation	—Unverified	0
Deep Learning for Object Saliency Detection and Image Segmentation	May 5, 2015	Deep LearningGPU	—Unverified	0
Kernel Spectral Clustering and applications	May 3, 2015	ClusteringImage Segmentation	—Unverified	0
Image Segmentation by Size-Dependent Single Linkage Clustering of a Watershed Basin Graph	May 1, 2015	ClusteringImage Segmentation	—Unverified	0
Segmentation and Restoration of Images on Surfaces by Parametric Active Contours with Topology Changes	May 1, 2015	Image RestorationImage Segmentation	—Unverified	0
Identifying Reliable Annotations for Large Scale Image Segmentation	Apr 28, 2015	Image SegmentationSegmentation	—Unverified	0
SegSALSA-STR: A convex formulation to supervised hyperspectral image segmentation using hidden fields and structure tensor regularization	Apr 27, 2015	Hyperspectral Image SegmentationImage Segmentation	—Unverified	0
Image Segmentation and Restoration Using Parametric Contours With Free Endpoints	Apr 27, 2015	DenoisingImage Segmentation	—Unverified	0
Evolving Fuzzy Image Segmentation with Self-Configuration	Apr 23, 2015	feature selectionImage Segmentation	—Unverified	0
A Multiphase Image Segmentation Based on Fuzzy Membership Functions and L1-norm Fidelity	Apr 9, 2015	Image SegmentationSemantic Segmentation	—Unverified	0
Efficient piecewise training of deep structured models for semantic segmentation	Apr 4, 2015	Image SegmentationSegmentation	—Unverified	0
Visual Saliency Based on Multiscale Deep Features	Mar 30, 2015	Image SegmentationSemantic Segmentation	—Unverified	0
CRF Learning with CNN Features for Image Segmentation	Mar 28, 2015	Image SegmentationSegmentation	—Unverified	0
Learning Sparse High Dimensional Filters: Image Filtering, Dense CRFs and Bilateral Neural Networks	Mar 17, 2015	Image SegmentationSemantic Segmentation	—Unverified	0
Fully Connected Deep Structured Networks	Mar 9, 2015	General Classificationimage-classification	—Unverified	0
Brain Tumor Segmentation: A Comparative Analysis	Mar 9, 2015	Brain Tumor SegmentationImage Segmentation	—Unverified	0
Convex Color Image Segmentation with Optimal Transport Distances	Mar 6, 2015	Image SegmentationSemantic Segmentation	—Unverified	0
Inference of hidden structures in complex physical systems by multi-scale clustering	Mar 5, 2015	ClusteringCombinatorial Optimization	—Unverified	0
Bethe Learning of Conditional Random Fields via MAP Decoding	Mar 4, 2015	Image SegmentationSemantic 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