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 1276–1300 of 5035 papers

Title	Date	Tasks	Status	Hype
What Matters When Repurposing Diffusion Models for General Dense Perception Tasks?	Mar 10, 2024	Depth EstimationImage Matting	CodeCode Available	3
Unveiling Ancient Maya Settlements Using Aerial LiDAR Image Segmentation	Mar 9, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation	Mar 8, 2024	Image SegmentationMamba	CodeCode Available	3
FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation	Mar 8, 2024	Federated LearningImage Segmentation	CodeCode Available	2
EVD4UAV: An Altitude-Sensitive Benchmark to Evade Vehicle Detection in UAV	Mar 8, 2024	Image SegmentationObject Detection	CodeCode Available	0
ProMISe: Promptable Medical Image Segmentation using SAM	Mar 7, 2024	Image SegmentationLesion Segmentation	CodeCode Available	1
Self and Mixed Supervision to Improve Training Labels for Multi-Class Medical Image Segmentation	Mar 6, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation	Mar 5, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	1
Enhancing Weakly Supervised 3D Medical Image Segmentation through Probabilistic-aware Learning	Mar 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation	Mar 4, 2024	Data AugmentationImage Segmentation	—Unverified	0
Semi-Supervised Semantic Segmentation Based on Pseudo-Labels: A Survey	Mar 4, 2024	Image SegmentationPseudo Label	—Unverified	0
CDSE-UNet: Enhancing COVID-19 CT Image Segmentation with Canny Edge Detection and Dual-Path SENet Feature Fusion	Mar 3, 2024	Edge DetectionImage Segmentation	—Unverified	0
AIO2: Online Correction of Object Labels for Deep Learning with Incomplete Annotation in Remote Sensing Image Segmentation	Mar 3, 2024	Earth ObservationImage Segmentation	CodeCode Available	1
Image-Based Dietary Assessment: A Healthy Eating Plate Estimation System	Mar 2, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
GLFNET: Global-Local (frequency) Filter Networks for efficient medical image segmentation	Mar 1, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
VisionLLaMA: A Unified LLaMA Backbone for Vision Tasks	Mar 1, 2024	Image ClassificationImage Generation	CodeCode Available	3
RSAM-Seg: A SAM-based Approach with Prior Knowledge Integration for Remote Sensing Image Semantic Segmentation	Feb 29, 2024	Cloud DetectionImage Segmentation	—Unverified	0
PEM: Prototype-based Efficient MaskFormer for Image Segmentation	Feb 29, 2024	Image SegmentationPanoptic Segmentation	CodeCode Available	2
PrPSeg: Universal Proposition Learning for Panoramic Renal Pathology Segmentation	Feb 29, 2024	AnatomyClinical Knowledge	—Unverified	0
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image Segmentation	Feb 27, 2024	DecoderFederated Learning	CodeCode Available	1
Efficient 3D affinely equivariant CNNs with adaptive fusion of augmented spherical Fourier-Bessel bases	Feb 26, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
BLO-SAM: Bi-level Optimization Based Overfitting-Preventing Finetuning of SAM	Feb 26, 2024	Image SegmentationSegmentation	CodeCode Available	1
PIDformer: Transformer Meets Control Theory	Feb 25, 2024	Image SegmentationLanguage Modeling	—Unverified	0
Task Specific Pretraining with Noisy Labels for Remote Sensing Image Segmentation	Feb 25, 2024	Image SegmentationSegmentation	—Unverified	0
FRAP analysis Measuring biophysical kinetic parameters using image analysis	Feb 23, 2024	Image SegmentationSemantic Segmentation	—Unverified	0

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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