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

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Showing 1276–1300 of 5035 papers

Title	Date	Tasks	Status
Combining Pyramid Pooling and Attention Mechanism for Pelvic MR Image Semantic Segmentaion	Jun 1, 2018	Data AugmentationImage Segmentation	—Unverified
A Robust Morphological Approach for Semantic Segmentation of Very High Resolution Images	Aug 2, 2022	Image SegmentationSegmentation	—Unverified
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes	Aug 31, 2018	Brain SegmentationImage Segmentation	—Unverified
Combining Multi-level Contexts of Superpixel using Convolutional Neural Networks to perform Natural Scene Labeling	Mar 14, 2018	Image SegmentationScene Labeling	—Unverified
Flexibly Regularized Mixture Models and Application to Image Segmentation	May 25, 2019	ClusteringImage Segmentation	—Unverified
Combining Contrast Invariant L1 Data Fidelities with Nonlinear Spectral Image Decomposition	Mar 16, 2017	Image SegmentationSemantic Segmentation	—Unverified
Argmax Flows: Learning Categorical Distributions with Normalizing Flows	Nov 23, 2020	Image SegmentationSemantic Segmentation	—Unverified
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
Efficient 3D Instance Mapping and Localization with Neural Fields	Mar 28, 2024	3D Instance SegmentationImage Segmentation	—Unverified
Efficient and Generic Interactive Segmentation Framework to Correct Mispredictions during Clinical Evaluation of Medical Images	Aug 6, 2021	Brain SegmentationImage Segmentation	—Unverified
Efficient Energy Minimization for Enforcing Statistics	Jul 30, 2013	Image SegmentationSegmentation	—Unverified
Combining Bottom-Up, Top-Down, and Smoothness Cues for Weakly Supervised Image Segmentation	Jul 1, 2017	Image SegmentationObject	—Unverified
Combiner and HyperCombiner Networks: Rules to Combine Multimodality MR Images for Prostate Cancer Localisation	Jul 17, 2023	Image SegmentationSemantic Segmentation	—Unverified
Combined Approach for Image Segmentation	May 31, 2014	ClusteringDenoising	—Unverified
Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient	Mar 10, 2021	Image SegmentationMedical Image Segmentation	—Unverified
A Generative Victim Model for Segmentation	Dec 10, 2024	Adversarial AttackImage Generation	—Unverified
Combinatorial Energy Learning for Image Segmentation	Jun 13, 2015	Image SegmentationSegmentation	—Unverified
Combinatorial clustering and the beta negative binomial process	Nov 8, 2011	ClusteringImage Segmentation	—Unverified
Combination of Hidden Markov Random Field and Conjugate Gradient for Brain Image Segmentation	May 13, 2017	Brain Image SegmentationImage Segmentation	—Unverified
A Review of Pulse-Coupled Neural Network Applications in Computer Vision and Image Processing	Jun 1, 2024	Edge DetectionImage Compression	—Unverified
Computational framework for the generation of one-dimensional vascular models accounting for uncertainty in networks extracted from medical images	Sep 15, 2023	Image SegmentationSemantic Segmentation	—Unverified
Color Recognition in Challenging Lighting Environments: CNN Approach	Feb 7, 2024	Edge DetectionImage Segmentation	—Unverified
A review of mean-shift algorithms for clustering	Mar 2, 2015	ClusteringDenoising	—Unverified
A Generalized Asymmetric Dual-front Model for Active Contours and Image Segmentation	Jun 14, 2020	Image SegmentationSemantic Segmentation	—Unverified
Color Image Segmentation Using Multi-Objective Swarm Optimizer and Multi-level Histogram Thresholding	Oct 18, 2021	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