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 501–525 of 5035 papers

Title	Date	Tasks	Status	Hype
ConDSeg: A General Medical Image Segmentation Framework via Contrast-Driven Feature Enhancement	Dec 11, 2024	DecoderImage Segmentation	CodeCode Available	2
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result Fusion	Dec 11, 2024	GPUImage Segmentation	CodeCode Available	0
Annotation-Efficient Task Guidance for Medical Segment Anything	Dec 11, 2024	Computed Tomography (CT)Image Segmentation	CodeCode Available	0
Utilizing Multi-step Loss for Single Image Reflection Removal	Dec 11, 2024	Depth EstimationImage Segmentation	CodeCode Available	0
Structured IB: Improving Information Bottleneck with Structured Feature Learning	Dec 11, 2024	Image SegmentationSemantic Communication	—Unverified	0
Intelligent Control of Robotic X-ray Devices using a Language-promptable Digital Twin	Dec 11, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
A Generative Victim Model for Segmentation	Dec 10, 2024	Adversarial AttackImage Generation	—Unverified	0
BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans	Dec 9, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
[MASK] is All You Need	Dec 9, 2024	AllImage Segmentation	CodeCode Available	0
MSCrackMamba: Leveraging Vision Mamba for Crack Detection in Fused Multispectral Imagery	Dec 9, 2024	Image SegmentationMamba	—Unverified	0
Knowledge Transfer and Domain Adaptation for Fine-Grained Remote Sensing Image Segmentation	Dec 9, 2024	Domain AdaptationImage Segmentation	CodeCode Available	1
DenseVLM: A Retrieval and Decoupled Alignment Framework for Open-Vocabulary Dense Prediction	Dec 9, 2024	Image Segmentationobject-detection	—Unverified	0
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the Decoder	Dec 9, 2024	DecoderImage Segmentation	CodeCode Available	0
How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning	Dec 9, 2024	BenchmarkingEarth Observation	—Unverified	0
Dilated Balanced Cross Entropy Loss for Medical Image Segmentation	Dec 8, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
MCP-MedSAM: A Powerful Lightweight Medical Segment Anything Model Trained with a Single GPU in Just One Day	Dec 8, 2024	GPUImage Segmentation	CodeCode Available	1
UNet++ and LSTM combined approach for Breast Ultrasound Image Segmentation	Dec 7, 2024	Data AugmentationImage Segmentation	—Unverified	0
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation	Dec 7, 2024	Contrastive LearningDomain Generalization	—Unverified	0
RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation	Dec 7, 2024	DecoderImage Segmentation	—Unverified	0
Osteoporosis Prediction from Hand X-ray Images Using Segmentation-for-Classification and Self-Supervised Learning	Dec 6, 2024	Image SegmentationSegmentation	—Unverified	0
Unsupervised Segmentation by Diffusing, Walking and Cutting	Dec 6, 2024	Image SegmentationSegmentation	—Unverified	0
Using Diffusion Priors for Video Amodal Segmentation	Dec 5, 2024	Image SegmentationObject	—Unverified	0
Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation	Dec 5, 2024	Image SegmentationOpen Vocabulary Semantic Segmentation	CodeCode Available	2
Exploring Fully Convolutional Networks for the Segmentation of Hyperspectral Imaging Applied to Advanced Driver Assistance Systems	Dec 5, 2024	Image SegmentationSegmentation	—Unverified	0
Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation	Dec 5, 2024	Domain GeneralizationImage Generation	CodeCode Available	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