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 1876–1900 of 5035 papers

Title	Date	Tasks	Status
Knowledge-Guided Prompt Learning for Lifespan Brain MR Image Segmentation	Jul 31, 2024	Image SegmentationPrompt Learning	CodeCode Available
Distribution-Aware Replay for Continual MRI Segmentation	Jul 30, 2024	Continual LearningHippocampus	—Unverified
Robust Conformal Volume Estimation in 3D Medical Images	Jul 29, 2024	Conformal PredictionDensity Ratio Estimation	CodeCode Available
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
Dense Self-Supervised Learning for Medical Image Segmentation	Jul 29, 2024	DecoderImage Segmentation	—Unverified
Few-Shot Medical Image Segmentation with Large Kernel Attention	Jul 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation	Jul 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Local Binary Pattern(LBP) Optimization for Feature Extraction	Jul 26, 2024	Face DetectionFacial Expression Recognition	—Unverified
How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation	Jul 26, 2024	Cardiac SegmentationImage Segmentation	—Unverified
Three-dimensional ultrasound-based online system for automated ovarian follicle measurement	Jul 26, 2024	Image SegmentationSemantic Segmentation	—Unverified
Image Segmentation via Divisive Normalization: dealing with environmental diversity	Jul 25, 2024	Autonomous DrivingDiversity	—Unverified
Topology-Preserving Downsampling of Binary Images	Jul 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Segmentation by registration-enabled SAM prompt engineering using five reference images	Jul 25, 2024	Image RegistrationImage Segmentation	CodeCode Available
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation	Jul 24, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Navigating Uncertainty in Medical Image Segmentation	Jul 23, 2024	Image SegmentationLesion Segmentation	—Unverified
FDiff-Fusion:Denoising diffusion fusion network based on fuzzy learning for 3D medical image segmentation	Jul 22, 2024	DenoisingImage Segmentation	—Unverified
MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM	Jul 21, 2024	Few-Shot LearningGPU	—Unverified
EmoCAM: Toward Understanding What Drives CNN-based Emotion Recognition	Jul 19, 2024	Emotion Recognitionimage-classification	—Unverified
Lightweight Uncertainty Quantification with Simplex Semantic Segmentation for Terrain Traversability	Jul 18, 2024	Image SegmentationMaximum Separation	—Unverified
Applying Conditional Generative Adversarial Networks for Imaging Diagnosis	Jul 17, 2024	Deep LearningImage Segmentation	—Unverified
Data-driven Verification of DNNs for Object Recognition	Jul 17, 2024	Image SegmentationObject	—Unverified
LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and Vectors	Jul 16, 2024	BraTS2021Hippocampus	CodeCode Available
Joint-Embedding Predictive Architecture for Self-Supervised Learning of Mask Classification Architecture	Jul 15, 2024	DecoderImage Segmentation	—Unverified
Efficient In-Context Medical Segmentation with Meta-driven Visual Prompt Selection	Jul 15, 2024	Image SegmentationIn-Context Learning	—Unverified
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels	Jul 14, 2024	Image SegmentationKnowledge Distillation	CodeCode Available

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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