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 601–625 of 5035 papers

Title	Date	Tasks	Status	Hype
Training Like a Medical Resident: Context-Prior Learning Toward Universal Medical Image Segmentation	Jun 4, 2023	Image SegmentationIncremental Learning	CodeCode Available	1
Robust T-Loss for Medical Image Segmentation	Jun 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
S^2ME: Spatial-Spectral Mutual Teaching and Ensemble Learning for Scribble-supervised Polyp Segmentation	Jun 1, 2023	Ensemble LearningImage Segmentation	CodeCode Available	1
DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation	Jun 1, 2023	DecoderDomain Generalization	CodeCode Available	1
Pre-Training Auto-Generated Volumetric Shapes for 3D Medical Image Segmentation	Jun 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Treasure in Distribution: A Domain Randomization based Multi-Source Domain Generalization for 2D Medical Image Segmentation	May 31, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1
A Unified Framework for U-Net Design and Analysis	May 31, 2023	DecoderImage Segmentation	CodeCode Available	1
Semi-supervised Pathological Image Segmentation via Cross Distillation of Multiple Attentions	May 30, 2023	DecoderImage Segmentation	CodeCode Available	1
Detect Any Shadow: Segment Anything for Video Shadow Detection	May 26, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Self-aware and Cross-sample Prototypical Learning for Semi-supervised Medical Image Segmentation	May 25, 2023	DiversityImage Segmentation	CodeCode Available	1
NexToU: Efficient Topology-Aware U-Net for Medical Image Segmentation	May 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
VDD: Varied Drone Dataset for Semantic Segmentation	May 23, 2023	Image SegmentationSegmentation	CodeCode Available	1
An Accelerated Pipeline for Multi-label Renal Pathology Image Segmentation at the Whole Slide Image Level	May 23, 2023	GPUImage Segmentation	CodeCode Available	1
UVOSAM: A Mask-free Paradigm for Unsupervised Video Object Segmentation via Segment Anything Model	May 22, 2023	Image SegmentationObject	CodeCode Available	1
ACCT is a fast and accessible automatic cell counting tool using machine learning for 2D image segmentation	May 22, 2023	Automatic Cell CountingImage Segmentation	CodeCode Available	1
Restore Anything Pipeline: Segment Anything Meets Image Restoration	May 22, 2023	DeblurringDenoising	CodeCode Available	1
When SAM Meets Shadow Detection	May 19, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
One-Prompt to Segment All Medical Images	May 17, 2023	AllImage Segmentation	CodeCode Available	1
Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion Model	May 16, 2023	DecoderImage Segmentation	CodeCode Available	1
Bridging the Domain Gap: Self-Supervised 3D Scene Understanding with Foundation Models	May 15, 2023	3D Object DetectionImage Captioning	CodeCode Available	1
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation	May 15, 2023	DecoderFlood extent forecasting	CodeCode Available	1
Echo from noise: synthetic ultrasound image generation using diffusion models for real image segmentation	May 9, 2023	Cardiac SegmentationDenoising	CodeCode Available	1
AdaptiveClick: Clicks-aware Transformer with Adaptive Focal Loss for Interactive Image Segmentation	May 7, 2023	DecoderImage Segmentation	CodeCode Available	1
Revisiting the Encoding of Satellite Image Time Series	May 3, 2023	Image Segmentationobject-detection	CodeCode Available	1
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