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 851–875 of 5035 papers

Title	Date	Tasks	Status	Hype
Challenge Summary U-MedSAM: Uncertainty-aware MedSAM for Medical Image Segmentation	Aug 3, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
MedUHIP: Towards Human-In-the-Loop Medical Segmentation	Aug 3, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
LAM3D: Leveraging Attention for Monocular 3D Object Detection	Aug 3, 2024	3D Object DetectionAutonomous Driving	—Unverified	0
Music2P: A Multi-Modal AI-Driven Tool for Simplifying Album Cover Design	Aug 3, 2024	Code GenerationImage Segmentation	CodeCode Available	0
Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion Transformer	Aug 1, 2024	DenoisingImage Segmentation	CodeCode Available	0
Medical SAM 2: Segment medical images as video via Segment Anything Model 2	Aug 1, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	4
SAM 2: Segment Anything in Images and Videos	Aug 1, 2024	Image SegmentationRobot Manipulation Generalization	CodeCode Available	12
Segment Anything for Videos: A Systematic Survey	Jul 31, 2024	Image SegmentationRobot Manipulation Generalization	CodeCode Available	5
MaskUno: Switch-Split Block For Enhancing Instance Segmentation	Jul 31, 2024	Image SegmentationInstance Segmentation	—Unverified	0
MSA^2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation	Jul 31, 2024	DecoderImage Segmentation	CodeCode Available	2
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation	Jul 31, 2024	Image SegmentationNatural Language Understanding	—Unverified	0
Evaluating SAM2's Role in Camouflaged Object Detection: From SAM to SAM2	Jul 31, 2024	Image Segmentationobject-detection	CodeCode Available	0
Adaptive Mix for Semi-Supervised Medical Image Segmentation	Jul 31, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Leveraging Adaptive Implicit Representation Mapping for Ultra High-Resolution Image Segmentation	Jul 31, 2024	Image SegmentationSegmentation	—Unverified	0
Knowledge-Guided Prompt Learning for Lifespan Brain MR Image Segmentation	Jul 31, 2024	Image SegmentationPrompt Learning	CodeCode Available	0
Enhanced Uncertainty Estimation in Ultrasound Image Segmentation with MSU-Net	Jul 31, 2024	Image SegmentationSegmentation	—Unverified	0
DDU-Net: A Domain Decomposition-Based CNN for High-Resolution Image Segmentation on Multiple GPUs	Jul 31, 2024	DecoderImage Segmentation	CodeCode Available	0
Robust Box Prompt based SAM for Medical Image Segmentation	Jul 31, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Distribution-Aware Replay for Continual MRI Segmentation	Jul 30, 2024	Continual LearningHippocampus	—Unverified	0
Dense Self-Supervised Learning for Medical Image Segmentation	Jul 29, 2024	DecoderImage Segmentation	—Unverified	0
Segmenting Fetal Head with Efficient Fine-tuning Strategies in Low-resource Settings: an empirical study with U-Net	Jul 29, 2024	DecoderFew-Shot Learning	—Unverified	0
Robust Conformal Volume Estimation in 3D Medical Images	Jul 29, 2024	Conformal PredictionDensity Ratio Estimation	CodeCode Available	0
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation	Jul 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Few-Shot Medical Image Segmentation with Large Kernel Attention	Jul 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation	Jul 26, 2024	Cardiac SegmentationImage 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