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 1876–1900 of 5035 papers

Title	Date	Tasks	Status
Meta-learning with implicit gradients in a few-shot setting for medical image segmentation	Jun 6, 2021	Few-Shot LearningImage Segmentation	—Unverified
Downstream Analysis of Foundational Medical Vision Models for Disease Progression	Mar 21, 2025	Image RegistrationImage Segmentation	—Unverified
FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation	Aug 26, 2023	Image SegmentationSemantic Segmentation	—Unverified
CoFiNet: Unveiling Camouflaged Objects with Multi-Scale Finesse	Feb 3, 2024	Image SegmentationObject	—Unverified
FIAS: Feature Imbalance-Aware Medical Image Segmentation with Dynamic Fusion and Mixing Attention	Nov 16, 2024	DecoderImage Segmentation	—Unverified
FickleNet: Weakly and Semi-supervised Semantic Image Segmentation using Stochastic Inference	Feb 27, 2019	image-classificationImage Classification	—Unverified
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
Boundary-aware Supervoxel-level Iteratively Refined Interactive 3D Image Segmentation with Multi-agent Reinforcement Learning	Mar 19, 2023	Image SegmentationInteractive Segmentation	—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
Collective Robustness Certificates: Exploiting Interdependence in Graph Neural Networks	Feb 6, 2023	Adversarial RobustnessImage 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
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
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
Applying Conditional Generative Adversarial Networks for Imaging Diagnosis	Jul 17, 2024	Deep LearningImage Segmentation	—Unverified
Hand-drawn Symbol Recognition of Surgical Flowsheet Graphs with Deep Image Segmentation	Jun 30, 2020	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