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 2251–2275 of 5035 papers

Title	Date	Tasks	Status
Focal Attention Networks: optimising attention for biomedical image segmentation	Oct 31, 2021	Image SegmentationSemantic Segmentation	—Unverified
FNOSeg3D: Resolution-Robust 3D Image Segmentation with Fourier Neural Operator	Oct 5, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Combining Bottom-Up, Top-Down, and Smoothness Cues for Weakly Supervised Image Segmentation	Jul 1, 2017	Image SegmentationObject	—Unverified
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms	May 28, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Combiner and HyperCombiner Networks: Rules to Combine Multimodality MR Images for Prostate Cancer Localisation	Jul 17, 2023	Image SegmentationSemantic Segmentation	—Unverified
Flower Categorization using Deep Convolutional Neural Networks	Aug 12, 2017	ClassificationGeneral Classification	—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
Flow Based Self-supervised Pixel Embedding for Image Segmentation	Jan 2, 2019	Image SegmentationOptical Flow Estimation	—Unverified
Flow 2.0 -a flexible, scalable, cross-platform post-processing software for realtime phase contrast sequences	Jul 26, 2022	Image SegmentationSemantic Segmentation	—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
Flame quality monitoring of flare stack based on deep visual features	Oct 18, 2024	Image SegmentationSemantic Segmentation	—Unverified
Color Recognition in Challenging Lighting Environments: CNN Approach	Feb 7, 2024	Edge DetectionImage Segmentation	—Unverified
FixMatchSeg: Fixing FixMatch for Semi-Supervised Semantic Segmentation	Jul 31, 2022	AnatomyImage Segmentation	—Unverified
A review of mean-shift algorithms for clustering	Mar 2, 2015	ClusteringDenoising	—Unverified
First arrival picking using U-net with Lovasz loss and nearest point picking method	Apr 6, 2021	Contour DetectionImage Segmentation	—Unverified
Color Image Segmentation Using Multi-Objective Swarm Optimizer and Multi-level Histogram Thresholding	Oct 18, 2021	Image SegmentationSegmentation	—Unverified
Color Image Segmentation using Adaptive Particle Swarm Optimization and Fuzzy C-means	Apr 18, 2020	ClusteringEvolutionary Algorithms	—Unverified
A review of individual tree crown detection and delineation from optical remote sensing images	Oct 20, 2023	Deep LearningImage Segmentation	—Unverified
A Generalized Asymmetric Dual-front Model for Active Contours and Image Segmentation	Jun 14, 2020	Image SegmentationSemantic Segmentation	—Unverified

Show:10 25 50

← PrevPage 91 of 202Next →

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