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 1651–1675 of 5035 papers

Title	Date	Tasks	Status	Hype
Certification of Deep Learning Models for Medical Image Segmentation	Oct 5, 2023	Deep LearningDenoising	CodeCode Available	0
Exploring DINO: Emergent Properties and Limitations for Synthetic Aperture Radar Imagery	Oct 5, 2023	Earth ObservationImage Segmentation	—Unverified	0
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models	Oct 4, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
Joint 2D to 3D image registration workflow for comparing multiple slice photographs and CT scans of apple fruit with internal disorders	Oct 3, 2023	Image RegistrationImage Segmentation	—Unverified	0
Randomized Dimension Reduction with Statistical Guarantees	Oct 3, 2023	Computational EfficiencyData Augmentation	—Unverified	0
Multi-Prompt Fine-Tuning of Foundation Models for Enhanced Medical Image Segmentation	Oct 3, 2023	DecoderImage Segmentation	—Unverified	0
OCU-Net: A Novel U-Net Architecture for Enhanced Oral Cancer Segmentation	Oct 3, 2023	Image SegmentationSegmentation	—Unverified	0
Extending CAM-based XAI methods for Remote Sensing Imagery Segmentation	Oct 3, 2023	Decision MakingExplainable artificial intelligence	CodeCode Available	1
Zero-Shot Refinement of Buildings' Segmentation Models using SAM	Oct 3, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
Trainable Noise Model as an XAI evaluation method: application on Sobol for remote sensing image segmentation	Oct 3, 2023	Autonomous DrivingDecision Making	CodeCode Available	1
A quantum segmentation algorithm based on local adaptive threshold for NEQR image	Oct 2, 2023	BinarizationImage Segmentation	—Unverified	0
Quantum Image Segmentation Based on Grayscale Morphology	Oct 2, 2023	Image SegmentationSegmentation	—Unverified	0
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception	Oct 2, 2023	Autonomous DrivingImage Segmentation	—Unverified	0
CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction	Oct 2, 2023	image-classificationImage Classification	CodeCode Available	2
STARS: Zero-shot Sim-to-Real Transfer for Segmentation of Shipwrecks in Sonar Imagery	Oct 2, 2023	Image SegmentationSegmentation	—Unverified	0
A simple thinking about the application of the attention mechanism in medical ultrasound image segmentation task	Oct 2, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	0
Cross-adversarial local distribution regularization for semi-supervised medical image segmentation	Oct 2, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Propagating Semantic Labels in Video Data	Oct 1, 2023	3D geometryImage Segmentation	—Unverified	0
Exploring SAM Ablations for Enhancing Medical Segmentation in Radiology and Pathology	Sep 30, 2023	Brain Tumor SegmentationImage Segmentation	—Unverified	0
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution	Sep 30, 2023	Computational EfficiencyImage Segmentation	CodeCode Available	1
Towards Complex-query Referring Image Segmentation: A Novel Benchmark	Sep 29, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
A Foundation Model for General Moving Object Segmentation in Medical Images	Sep 29, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance	Sep 29, 2023	Few-Shot LearningHeart Segmentation	CodeCode Available	2
Photonic Accelerators for Image Segmentation in Autonomous Driving and Defect Detection	Sep 28, 2023	Autonomous DrivingDefect Detection	—Unverified	0
Open Compound Domain Adaptation with Object Style Compensation for Semantic Segmentation	Sep 28, 2023	Domain AdaptationImage 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