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 351–375 of 5035 papers

Title	Date	Tasks	Status	Hype
A Self-Supervised Framework for Improved Generalisability in Ultrasound B-mode Image Segmentation	Feb 4, 2025	Image SegmentationRepresentation Learning	—Unverified	0
Mosaic3D: Foundation Dataset and Model for Open-Vocabulary 3D Segmentation	Feb 4, 2025	Contrastive LearningDecoder	—Unverified	0
UD-Mamba: A pixel-level uncertainty-driven Mamba model for medical image segmentation	Feb 4, 2025	Image SegmentationMamba	CodeCode Available	1
Test Time Training for 4D Medical Image Interpolation	Feb 4, 2025	DiagnosticDomain Adaptation	CodeCode Available	0
Geometric Framework for Cell Oversegmentation	Feb 3, 2025	Binary ClassificationCell Segmentation	—Unverified	0
A Turing Test for Artificial Nets devoted to model Human Vision	Feb 2, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation	Feb 2, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective	Feb 2, 2025	FairnessImage Segmentation	CodeCode Available	0
CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation	Feb 1, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Entropy-based measure of rock sample heterogeneity derived from micro-CT images	Feb 1, 2025	Image SegmentationSemantic Segmentation	CodeCode Available	0
Segment Anything for Histopathology	Feb 1, 2025	Image SegmentationInstance Segmentation	CodeCode Available	2
From Semantic Segmentation of Natural Images to Medical Image Segmentation Using ViT-Based Architectures	Jan 31, 2025	Image SegmentationLesion Segmentation	—Unverified	0
Let Human Sketches Help: Empowering Challenging Image Segmentation Task with Freehand Sketches	Jan 31, 2025	Image SegmentationInteractive Segmentation	—Unverified	0
Medical Semantic Segmentation with Diffusion Pretrain	Jan 31, 2025	Image SegmentationLinear evaluation	—Unverified	0
INT: Instance-Specific Negative Mining for Task-Generic Promptable Segmentation	Jan 30, 2025	Image SegmentationInstance Segmentation	—Unverified	0
Post-Training Quantization for 3D Medical Image Segmentation: A Practical Study on Real Inference Engines	Jan 28, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Point Cloud Upsampling as Statistical Shape Model for Pelvic	Jan 28, 2025	Image SegmentationMedical Image Analysis	—Unverified	0
Beyond-Labels: Advancing Open-Vocabulary Segmentation With Vision-Language Models	Jan 28, 2025	Image SegmentationOpen Vocabulary Semantic Segmentation	—Unverified	0
Efficient Knowledge Distillation of SAM for Medical Image Segmentation	Jan 28, 2025	Computational EfficiencyDecoder	—Unverified	0
LSU-Net: Lightweight Automatic Organs Segmentation Network For Medical Images	Jan 27, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Freestyle Sketch-in-the-Loop Image Segmentation	Jan 27, 2025	Image RetrievalImage Segmentation	—Unverified	0
SeqSeg: Learning Local Segments for Automatic Vascular Model Construction	Jan 27, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1
CP2M: Clustered-Patch-Mixed Mosaic Augmentation for Aerial Image Segmentation	Jan 26, 2025	Data AugmentationDiversity	CodeCode Available	0
Additive Manufacturing Processes Protocol Prediction by Artificial Intelligence using X-ray Computed Tomography data	Jan 24, 2025	Image SegmentationSemantic Segmentation	—Unverified	0
QuFeX: Quantum feature extraction module for hybrid quantum-classical deep neural networks	Jan 22, 2025	Autonomous DrivingImage 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