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 751–775 of 5035 papers

Title	Date	Tasks	Status	Hype
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation	Sep 9, 2024	Cross-Domain Few-ShotImage Segmentation	—Unverified	0
SX-Stitch: An Efficient VMS-UNet Based Framework for Intraoperative Scoliosis X-Ray Image Stitching	Sep 9, 2024	Image SegmentationImage Stitching	—Unverified	0
Exploring Fungal Morphology Simulation and Dynamic Light Containment from a Graphics Generation Perspective	Sep 8, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation	Sep 8, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels	Sep 8, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
SGSeg: Enabling Text-free Inference in Language-guided Segmentation of Chest X-rays via Self-guidance	Sep 7, 2024	Image SegmentationPseudo Label	CodeCode Available	1
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis	Sep 7, 2024	Data AugmentationDomain Generalization	CodeCode Available	0
Cross-Organ Domain Adaptive Neural Network for Pancreatic Endoscopic Ultrasound Image Segmentation	Sep 7, 2024	Domain AdaptationImage Segmentation	—Unverified	0
PlantSeg: A Large-Scale In-the-wild Dataset for Plant Disease Segmentation	Sep 6, 2024	Benchmarkingimage-classification	CodeCode Available	2
Boundary feature fusion network for tooth image segmentation	Sep 6, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning	Sep 6, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
WaterMAS: Sharpness-Aware Maximization for Neural Network Watermarking	Sep 5, 2024	image-classificationImage Classification	—Unverified	0
Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image Segmentation	Sep 5, 2024	Data AugmentationImage Segmentation	CodeCode Available	1
TG-LMM: Enhancing Medical Image Segmentation Accuracy through Text-Guided Large Multi-Modal Model	Sep 5, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation	Sep 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
TBConvL-Net: A Hybrid Deep Learning Architecture for Robust Medical Image Segmentation	Sep 5, 2024	DecoderImage Segmentation	—Unverified	0
Coupling AI and Citizen Science in Creation of Enhanced Training Dataset for Medical Image Segmentation	Sep 4, 2024	DiagnosticImage Segmentation	—Unverified	0
MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation	Sep 4, 2024	Image SegmentationLesion Segmentation	CodeCode Available	2
Evaluation Study on SAM 2 for Class-agnostic Instance-level Segmentation	Sep 4, 2024	Dichotomous Image SegmentationImage Segmentation	CodeCode Available	1
Validation of musculoskeletal segmentation model with uncertainty estimation for bone and muscle assessment in hip-to-knee clinical CT images	Sep 4, 2024	Computed Tomography (CT)Density Estimation	—Unverified	0
SFA-Net: Semantic Feature Adjustment Network for Remote Sensing Image Segmentation	Sep 3, 2024	Change DetectionDecoder	CodeCode Available	1
TransDAE: Dual Attention Mechanism in a Hierarchical Transformer for Efficient Medical Image Segmentation	Sep 3, 2024	Computational EfficiencyImage Segmentation	—Unverified	0
MedSAM-U: Uncertainty-Guided Auto Multi-Prompt Adaptation for Reliable MedSAM	Sep 2, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
A Novel Hybrid Parameter-Efficient Fine-Tuning Approach for Hippocampus Segmentation and Alzheimer's Disease Diagnosis	Sep 2, 2024	Alzheimer's Disease DetectionBraTS2021	—Unverified	0
Semantic Segmentation from Image Labels by Reconstruction from Structured Decomposition	Sep 2, 2024	Image SegmentationSemantic Segmentation	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