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 4001–4025 of 5035 papers

Title	Date	Tasks	Status
nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation	Dec 7, 2020	Image Segmentationscientific discovery	—Unverified
nnUNet RASPP for Retinal OCT Fluid Detection, Segmentation and Generalisation over Variations of Data Sources	Feb 25, 2023	AnatomyImage Segmentation	—Unverified
nnY-Net: Swin-NeXt with Cross-Attention for 3D Medical Images Segmentation	Jan 2, 2025	DecoderImage Segmentation	—Unverified
Noisy Image Segmentation With Soft-Dice	Apr 3, 2023	Image SegmentationMedical Image Segmentation	—Unverified
No More Sliding Window: Efficient 3D Medical Image Segmentation with Differentiable Top-k Patch Sampling	Jan 18, 2025	CPUGPU	—Unverified
Nondestructive, quantitative viability analysis of 3D tissue cultures using machine learning image segmentation	Nov 15, 2023	Image SegmentationSemantic Segmentation	—Unverified
Nonlinearly Constrained MRFs: Exploring the Intrinsic Dimensions of Higher-Order Cliques	Jun 1, 2013	Image SegmentationSemantic Segmentation	—Unverified
Nonlocal Retinex-Based Variational Model and its Deep Unfolding Twin for Low-Light Image Enhancement	Apr 10, 2025	Image EnhancementImage Segmentation	—Unverified
Nonparametric Bayesian Texture Learning and Synthesis	Dec 1, 2009	Image SegmentationSemantic Segmentation	—Unverified
Nonparametric clustering for image segmentation	Jan 20, 2021	ClusteringImage Segmentation	—Unverified
Nonparametric Part Transfer for Fine-grained Recognition	Jun 1, 2014	Fine-Grained Image ClassificationImage Segmentation	—Unverified
Non-pooling Network for medical image segmentation	Feb 21, 2023	DecoderImage Segmentation	—Unverified
A Variational Image Segmentation Model based on Normalized Cut with Adaptive Similarity and Spatial Regularization	Jun 6, 2018	ClusteringGraph Clustering	—Unverified
Nostalgin: Extracting 3D City Models from Historical Image Data	May 6, 2019	Image SegmentationSemantic Segmentation	—Unverified
Not Every Tree Is a Forest: Benchmarking Forest Types from Satellite Remote Sensing	May 3, 2025	BenchmarkingImage Segmentation	—Unverified
Novel adaptation of video segmentation to 3D MRI: efficient zero-shot knee segmentation with SAM2	Aug 8, 2024	Image SegmentationMedical Image Analysis	—Unverified
Novel Approaches for ML-Assisted Particle Track Reconstruction and Hit Clustering	May 27, 2024	ClusteringImage Segmentation	—Unverified
Nuclei Segmentation In Microscope Cell Images: A Hand-Segmented Dataset And Comparison Of Algorithms	Jun 28, 2009	Image SegmentationSegmentation	—Unverified
NUDF: Neural Unsigned Distance Fields for high resolution 3D medical image segmentation	Apr 25, 2025	AnatomyComputed Tomography (CT)	—Unverified
NusaAksara: A Multimodal and Multilingual Benchmark for Preserving Indonesian Indigenous Scripts	Feb 25, 2025	Image SegmentationLanguage Identification	—Unverified
O2V-Mapping: Online Open-Vocabulary Mapping with Neural Implicit Representation	Apr 10, 2024	Image SegmentationObject	—Unverified
OASIS: One-pass aligned Atlas Set for Image Segmentation	Dec 5, 2019	Image RegistrationImage Segmentation	—Unverified
ObjectAug: Object-level Data Augmentation for Semantic Image Segmentation	Jan 30, 2021	Data AugmentationImage Inpainting	—Unverified
Object Discovery via Cohesion Measurement	Apr 28, 2017	ClusteringImage Segmentation	—Unverified
Observer variation-aware medical image segmentation by combining deep learning and surrogate-assisted genetic algorithms	Jan 23, 2020	Image SegmentationMedical Image Segmentation	—Unverified

Show:10 25 50

← PrevPage 161 of 202Next →

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