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 2051–2075 of 5035 papers

Title	Date	Tasks	Status	Hype
DopUS-Net: Quality-Aware Robotic Ultrasound Imaging based on Doppler Signal	May 15, 2023	Image SegmentationRegion Proposal	CodeCode Available	0
AI in the Loop -- Functionalizing Fold Performance Disagreement to Monitor Automated Medical Image Segmentation Pipelines	May 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Fast Submodular Function Maximization	May 15, 2023	Document SummarizationImage Segmentation	—Unverified	0
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation	May 15, 2023	DecoderFlood extent forecasting	CodeCode Available	1
SCRNet: a Retinex Structure-based Low-light Enhancement Model Guided by Spatial Consistency	May 14, 2023	Image EnhancementImage Segmentation	—Unverified	0
Learning to Learn Unlearned Feature for Brain Tumor Segmentation	May 13, 2023	Active LearningBrain Tumor Segmentation	—Unverified	0
Image Segmentation via Probabilistic Graph Matching	May 13, 2023	Graph MatchingImage Segmentation	—Unverified	0
Towards Generalizable Medical Image Segmentation with Pixel-wise Uncertainty Estimation	May 13, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
Multi-Class Segmentation of Heterogeneous Areas in Biomedical and Environmental Images Based on the Assessment of Local Edge Density	May 12, 2023	Edge DetectionImage Segmentation	—Unverified	0
Knowledge distillation with Segment Anything (SAM) model for Planetary Geological Mapping	May 12, 2023	DecoderImage Segmentation	—Unverified	0
Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation	May 11, 2023	Cardiac SegmentationDomain Adaptation	—Unverified	0
Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation	May 11, 2023	image-classificationImage Classification	CodeCode Available	0
An Empirical Study on the Robustness of the Segment Anything Model (SAM)	May 10, 2023	Image SegmentationSegmentation	—Unverified	0
Image Segmentation For Improved Lossless Screen Content Compression	May 10, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
Uncertainty-Aware Semi-Supervised Learning for Prostate MRI Zonal Segmentation	May 10, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Radious: Unveiling the Enigma of Dental Radiology with BEIT Adaptor and Mask2Former in Semantic Segmentation	May 10, 2023	Image SegmentationSegmentation	—Unverified	0
Echo from noise: synthetic ultrasound image generation using diffusion models for real image segmentation	May 9, 2023	Cardiac SegmentationDenoising	CodeCode Available	1
Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching	May 9, 2023	Density EstimationDomain Adaptation	—Unverified	0
AdaptiveClick: Clicks-aware Transformer with Adaptive Focal Loss for Interactive Image Segmentation	May 7, 2023	DecoderImage Segmentation	CodeCode Available	1
Semantic Segmentation using Vision Transformers: A survey	May 5, 2023	Autonomous DrivingBenchmarking	—Unverified	0
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey	May 5, 2023	BenchmarkingImage Generation	CodeCode Available	0
MAF-Net: Multiple attention-guided fusion network for fundus vascular image segmentation	May 5, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
BadSAM: Exploring Security Vulnerabilities of SAM via Backdoor Attacks	May 5, 2023	Backdoor AttackImage Segmentation	—Unverified	0
Mci-net: multi-scale context integrated network for liver ct image segmentation	May 3, 2023	2D Semantic SegmentationImage Segmentation	CodeCode Available	0
Extraction of volumetric indices from echocardiography: which deep learning solution for clinical use?	May 3, 2023	Image SegmentationSegmentation	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