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 4926–4950 of 5035 papers

Title	Date	Tasks	Status
Incorporating Near-Infrared Information into Semantic Image Segmentation	Jun 24, 2014	Image SegmentationSegmentation	—Unverified
Multi-utility Learning: Structured-output Learning with Multiple Annotation-specific Loss Functions	Jun 23, 2014	Image SegmentationSegmentation	—Unverified
Fast Edge Detection Using Structured Forests	Jun 20, 2014	Edge DetectionImage Segmentation	—Unverified
Nonparametric Part Transfer for Fine-grained Recognition	Jun 1, 2014	Fine-Grained Image ClassificationImage Segmentation	—Unverified
Fast and Exact: ADMM-Based Discriminative Shape Segmentation with Loopy Part Models	Jun 1, 2014	Image SegmentationMedical Image Segmentation	—Unverified
Transitive Distance Clustering with K-Means Duality	Jun 1, 2014	ClusteringImage Segmentation	—Unverified
Cut, Glue & Cut: A Fast, Approximate Solver for Multicut Partitioning	Jun 1, 2014	Image SegmentationSemantic Segmentation	—Unverified
MILCut: A Sweeping Line Multiple Instance Learning Paradigm for Interactive Image Segmentation	Jun 1, 2014	Image SegmentationInteractive Segmentation	—Unverified
Optimal Decisions from Probabilistic Models: The Intersection-over-Union Case	Jun 1, 2014	Decision MakingImage Segmentation	—Unverified
Bayesian Active Contours with Affine-Invariant, Elastic Shape Prior	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Laplacian Coordinates for Seeded Image Segmentation	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Patch-based Evaluation of Image Segmentation	Jun 1, 2014	HippocampusImage Segmentation	—Unverified
Learning-Based Atlas Selection for Multiple-Atlas Segmentation	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Unsupervised Multi-Class Joint Image Segmentation	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Dense Semantic Image Segmentation with Objects and Attributes	Jun 1, 2014	AttributeImage Segmentation	—Unverified
Discrete-Continuous Gradient Orientation Estimation for Faster Image Segmentation	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Error-tolerant Scribbles Based Interactive Image Segmentation	Jun 1, 2014	Image SegmentationInteractive Segmentation	—Unverified
Multiscale Combinatorial Grouping	Jun 1, 2014	Image SegmentationObject	—Unverified
Combined Approach for Image Segmentation	May 31, 2014	ClusteringDenoising	—Unverified
Seeking multi-thresholds for image segmentation with Learning Automata	May 28, 2014	Image Segmentationparameter estimation	—Unverified
A Multi-threshold Segmentation Approach Based on Artificial Bee Colony Optimization	May 28, 2014	Image SegmentationSemantic Segmentation	—Unverified
A Comparison of Nature Inspired Algorithms for Multi-threshold Image Segmentation	May 28, 2014	Image SegmentationSegmentation	—Unverified
Image Segmentation Using Frequency Locking of Coupled Oscillators	May 9, 2014	Image SegmentationSegmentation	—Unverified
Variational Image Segmentation Model Coupled with Image Restoration Achievements	May 9, 2014	Image RestorationImage Segmentation	—Unverified
Entropy Based Cartoon Texture Separation	May 7, 2014	Image CompressionImage Inpainting	—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