SOTAVerified

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

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Showing 4851–4900 of 5035 papers

TitleStatusHype
NFFT meets Krylov methods: Fast matrix-vector products for the graph Laplacian of fully connected networks—0
nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation—0
nnUNet RASPP for Retinal OCT Fluid Detection, Segmentation and Generalisation over Variations of Data Sources—0
nnY-Net: Swin-NeXt with Cross-Attention for 3D Medical Images Segmentation—0
Noisy Image Segmentation With Soft-Dice—0
No More Sliding Window: Efficient 3D Medical Image Segmentation with Differentiable Top-k Patch Sampling—0
Nondestructive, quantitative viability analysis of 3D tissue cultures using machine learning image segmentation—0
Nonlinearly Constrained MRFs: Exploring the Intrinsic Dimensions of Higher-Order Cliques—0
Nonlocal Retinex-Based Variational Model and its Deep Unfolding Twin for Low-Light Image Enhancement—0
Nonparametric Bayesian Texture Learning and Synthesis—0
Nonparametric clustering for image segmentation—0
Nonparametric Part Transfer for Fine-grained Recognition—0
Non-pooling Network for medical image segmentation—0
A Variational Image Segmentation Model based on Normalized Cut with Adaptive Similarity and Spatial Regularization—0
Nostalgin: Extracting 3D City Models from Historical Image Data—0
Not Every Tree Is a Forest: Benchmarking Forest Types from Satellite Remote Sensing—0
Novel adaptation of video segmentation to 3D MRI: efficient zero-shot knee segmentation with SAM2—0
Novel Approaches for ML-Assisted Particle Track Reconstruction and Hit Clustering—0
Nuclei Segmentation In Microscope Cell Images: A Hand-Segmented Dataset And Comparison Of Algorithms—0
NUDF: Neural Unsigned Distance Fields for high resolution 3D medical image segmentation—0
NusaAksara: A Multimodal and Multilingual Benchmark for Preserving Indonesian Indigenous Scripts—0
O2V-Mapping: Online Open-Vocabulary Mapping with Neural Implicit Representation—0
OASIS: One-pass aligned Atlas Set for Image Segmentation—0
ObjectAug: Object-level Data Augmentation for Semantic Image Segmentation—0
Object Discovery via Cohesion Measurement—0
Observer variation-aware medical image segmentation by combining deep learning and surrogate-assisted genetic algorithms—0
OCTID: Optical Coherence Tomography Image Database—0
OCU-Net: A Novel U-Net Architecture for Enhanced Oral Cancer Segmentation—0
ODFormer: Semantic Fundus Image Segmentation Using Transformer for Optic Nerve Head Detection—0
Offset Curves Loss for Imbalanced Problem in Medical Segmentation—0
On Certified Generalization in Structured Prediction—0
On-chip Hyperspectral Image Segmentation with Fully Convolutional Networks for Scene Understanding in Autonomous Driving—0
On-Device Unsupervised Image Segmentation—0
On distances, paths and connections for hyperspectral image segmentation—0
On Efficient Variants of Segment Anything Model: A Survey—0
OneSeg: Self-learning and One-shot Learning based Single-slice Annotation for 3D Medical Image Segmentation—0
One Stage Autoencoders for Multi-Domain Learning—0
One-stage Shape Instantiation from a Single 2D Image to 3D Point Cloud—0
On Evaluating the Adversarial Robustness of Semantic Segmentation Models—0
Online Learning of Reusable Abstract Models for Object Goal Navigation—0
Online Reflective Learning for Robust Medical Image Segmentation—0
On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent—0
On the effectiveness of Rotation-Equivariance in U-Net: A Benchmark for Image Segmentation—0
On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation—0
On the Effect of Pre-Processing and Model Complexity for Plastic Analysis Using Short-Wave-Infrared Hyper-Spectral Imaging—0
On the Importance of Label Quality for Semantic Segmentation—0
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation—0
On the status of current quantum machine learning software—0
On The Usage Of Average Hausdorff Distance For Segmentation Performance Assessment: Hidden Bias When Used For Ranking—0
OOD-SEG: Out-Of-Distribution detection for image SEGmentation with sparse multi-class positive-only annotations—0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified