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 2901–2925 of 5035 papers

Title	Date	Tasks	Status
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation	Jun 20, 2024	Data AugmentationDomain Generalization	—Unverified
FIF-UNet: An Efficient UNet Using Feature Interaction and Fusion for Medical Image Segmentation	Sep 9, 2024	DecoderImage Segmentation	—Unverified
Filter Design and Performance Evaluation for Fingerprint Image Segmentation	Jan 9, 2015	Image SegmentationSegmentation	—Unverified
Fully Automated 3D Segmentation of MR-Imaged Calf Muscle Compartments: Neighborhood Relationship Enhanced Fully Convolutional Network	Jun 21, 2020	DecoderEdge Detection	—Unverified
Financial Table Extraction in Image Documents	Mar 18, 2024	Image SegmentationOptical Character Recognition (OCR)	—Unverified
Finding NeMo: Negative-mined Mosaic Augmentation for Referring Image Segmentation	Nov 3, 2024	Data AugmentationImage Segmentation	—Unverified
Finding the Most Transferable Tasks for Brain Image Segmentation	Jan 3, 2023	Brain Image SegmentationImage Segmentation	—Unverified
Fine-grained Recurrent Neural Networks for Automatic Prostate Segmentation in Ultrasound Images	Dec 6, 2016	Image SegmentationMedical Image Segmentation	—Unverified
Fine-Grained Semantic Segmentation of Motion Capture Data using Dilated Temporal Fully-Convolutional Networks	Mar 2, 2019	Action SegmentationImage Segmentation	—Unverified
Fine tuning U-Net for ultrasound image segmentation: which layers?	Feb 19, 2020	Image SegmentationSegmentation	—Unverified
Finger Vein Recognition by Generating Code	Jan 21, 2021	Finger Vein RecognitionImage Segmentation	—Unverified
First arrival picking using U-net with Lovasz loss and nearest point picking method	Apr 6, 2021	Contour DetectionImage Segmentation	—Unverified
FixMatchSeg: Fixing FixMatch for Semi-Supervised Semantic Segmentation	Jul 31, 2022	AnatomyImage Segmentation	—Unverified
Flame quality monitoring of flare stack based on deep visual features	Oct 18, 2024	Image SegmentationSemantic Segmentation	—Unverified
Flow 2.0 -a flexible, scalable, cross-platform post-processing software for realtime phase contrast sequences	Jul 26, 2022	Image SegmentationSemantic Segmentation	—Unverified
Flow Based Self-supervised Pixel Embedding for Image Segmentation	Jan 2, 2019	Image SegmentationOptical Flow Estimation	—Unverified
Flower Categorization using Deep Convolutional Neural Networks	Aug 12, 2017	ClassificationGeneral Classification	—Unverified
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms	May 28, 2024	Image SegmentationMedical Image Segmentation	—Unverified
FNOSeg3D: Resolution-Robust 3D Image Segmentation with Fourier Neural Operator	Oct 5, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Focal Attention Networks: optimising attention for biomedical image segmentation	Oct 31, 2021	Image SegmentationSemantic Segmentation	—Unverified
Foreground Clustering for Joint Segmentation and Localization in Videos and Images	Nov 26, 2018	ClusteringImage Segmentation	—Unverified
Forest and Water Bodies Segmentation Through Satellite Images Using U-Net	Jul 12, 2022	Image SegmentationSegmentation	—Unverified
ForestEyes Project: Conception, Enhancements, and Challenges	Aug 24, 2022	AstronomyImage Segmentation	—Unverified
Forming A Random Field via Stochastic Cliques: From Random Graphs to Fully Connected Random Fields	Jun 30, 2015	Image SegmentationSemantic Segmentation	—Unverified
Foundation AI Model for Medical Image Segmentation	Nov 5, 2024	Image SegmentationMedical Image Segmentation	—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