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 1926–1950 of 5035 papers

Title	Date	Tasks	Status	Hype
FBA-Net: Foreground and Background Aware Contrastive Learning for Semi-Supervised Atrium Segmentation	Jun 27, 2023	Contrastive LearningImage Segmentation	CodeCode Available	0
Delving into Crispness: Guided Label Refinement for Crisp Edge Detection	Jun 27, 2023	Edge DetectionImage Segmentation	CodeCode Available	1
No-Service Rail Surface Defect Segmentation via Normalized Attention and Dual-scale Interaction	Jun 27, 2023	Image SegmentationSegmentation	CodeCode Available	0
Mutual Query Network for Multi-Modal Product Image Segmentation	Jun 26, 2023	Image SegmentationSegmentation	CodeCode Available	0
MedLSAM: Localize and Segment Anything Model for 3D CT Images	Jun 26, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	2
Faster Segment Anything: Towards Lightweight SAM for Mobile Applications	Jun 25, 2023	CPUDecoder	CodeCode Available	5
Introducing A Novel Method For Adaptive Thresholding In Brain Tumor Medical Image Segmentation	Jun 25, 2023	Deep LearningImage Segmentation	—Unverified	0
On Evaluating the Adversarial Robustness of Semantic Segmentation Models	Jun 25, 2023	Adversarial Robustnessimage-classification	—Unverified	0
Interpretable Small Training Set Image Segmentation Network Originated from Multi-Grid Variational Model	Jun 25, 2023	Image SegmentationSegmentation	—Unverified	0
Scribble-supervised Cell Segmentation Using Multiscale Contrastive Regularization	Jun 25, 2023	Cell SegmentationImage Segmentation	CodeCode Available	0
AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-Net	Jun 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Multi-Scale Cross Contrastive Learning for Semi-Supervised Medical Image Segmentation	Jun 25, 2023	Contrastive LearningImage Segmentation	—Unverified	0
UAlberta at SemEval-2023 Task 1: Context Augmentation and Translation for Multilingual Visual Word Sense Disambiguation	Jun 24, 2023	Image GenerationImage Segmentation	CodeCode Available	0
How to Efficiently Adapt Large Segmentation Model(SAM) to Medical Images	Jun 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Limitations of Out-of-Distribution Detection in 3D Medical Image Segmentation	Jun 23, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
3DSAM-adapter: Holistic adaptation of SAM from 2D to 3D for promptable tumor segmentation	Jun 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
A Sparse Graph Formulation for Efficient Spectral Image Segmentation	Jun 22, 2023	Image SegmentationSegmentation	—Unverified	0
Ladder Fine-tuning approach for SAM integrating complementary network	Jun 22, 2023	DecoderImage Segmentation	CodeCode Available	1
Can a single image processing algorithm work equally well across all phases of DCE-MRI?	Jun 22, 2023	AllImage Registration	—Unverified	0
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography Images	Jun 21, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Fast Segment Anything	Jun 21, 2023	Edge DetectionImage Segmentation	CodeCode Available	0
DIAS: A Dataset and Benchmark for Intracranial Artery Segmentation in DSA sequences	Jun 21, 2023	Dimensionality ReductionImage Segmentation	CodeCode Available	1
WiCo: Win-win Cooperation of Bottom-up and Top-down Referring Image Segmentation	Jun 19, 2023	cross-modal alignmentImage Segmentation	—Unverified	0
Towards Better Certified Segmentation via Diffusion Models	Jun 16, 2023	Autonomous DrivingImage Segmentation	CodeCode Available	0
Learnable Weight Initialization for Volumetric Medical Image Segmentation	Jun 15, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1

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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