SOTAVerified

Density Estimation

The goal of Density Estimation is to give an accurate description of the underlying probabilistic density distribution of an observable data set with unknown density.

Source: Contrastive Predictive Coding Based Feature for Automatic Speaker Verification

Papers

Showing 12511300 of 1394 papers

TitleStatusHype
Simultaneous Learning of Trees and Representations for Extreme Classification and Density Estimation0
Combining local and global smoothing in multivariate density estimation0
Non-Parametric Cluster Significance Testing with Reference to a Unimodal Null Distribution0
Density Estimation with Distribution Element Trees0
A Discriminative Framework for Anomaly Detection in Large Videos0
Multiplicative LSTM for sequence modellingCode0
Learning HMMs with Nonparametric Emissions via Spectral Decompositions of Continuous MatricesCode0
A Large Contextual Dataset for Classification, Detection and Counting of Cars with Deep Learning0
Efficient Multi-Frequency Phase Unwrapping using Kernel Density Estimation0
Spatial probabilistic pulsatility model for enhancing photoplethysmographic imaging systems0
Kernel Density Estimation for Dynamical Systems0
A Local Density-Based Approach for Local Outlier Detection0
Estimating the class prior and posterior from noisy positives and unlabeled data0
A parallelizable sampling method for parameter inference of large biochemical reaction models0
Predicting Ambulance Demand: Challenges and Methods0
Conditional Image Generation with PixelCNN DecodersCode0
Deep Learning for MusicCode0
Fast and Extensible Online Multivariate Kernel Density Estimation0
Rotation Invariant Angular Descriptor Via A Bandlimited Gaussian-like Kernel0
Better Conditional Density Estimation for Neural Networks0
Statistical Pattern Recognition for Driving Styles Based on Bayesian Probability and Kernel Density Estimation0
Density estimation using Real NVPCode1
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density EstimationCode0
Neural Autoregressive Distribution EstimationCode0
Methods for Sparse and Low-Rank Recovery under Simplex Constraints0
Learning Arbitrary Sum-Product Network Leaves with Expectation-Maximization0
One-Shot Generalization in Deep Generative Models0
Optimized Kernel Entropy Components0
Learning to Generate with MemoryCode0
Density-based Denoising of Point Cloud0
A Kernel Test of Goodness of FitCode0
Semantic Place Descriptors for Classification and Map Discovery0
Nonparametric semi-supervised learning of class proportionsCode0
Histogram Meets Topic Model: Density Estimation by Mixture of Histograms0
Clustering by Deep Nearest Neighbor Descent (D-NND): A Density-based Parameter-Insensitive Clustering Method0
COUNT Forest: CO-Voting Uncertain Number of Targets Using Random Forest for Crowd Density Estimation0
Matrix Manifold Optimization for Gaussian Mixtures0
Probabilistic Segmentation via Total Variation Regularization0
Learning Nonparametric Forest Graphical Models with Prior Information0
Sparse Density Trees and Lists: An Interpretable Alternative to High-Dimensional HistogramsCode0
Density Estimation via Discrepancy0
Importance Weighted AutoencodersCode1
Towards universal neural nets: Gibbs machines and ACECode0
Universal Approximation of Edge Density in Large Graphs0
Bayesian mixtures of spatial spline regressions0
A PCA-Based Change Detection Framework for Multidimensional Data Streams: Change Detection in Multidimensional Data Streams0
Regularized Multi-Task Learning for Multi-Dimensional Log-Density Gradient Estimation0
MixEst: An Estimation Toolbox for Mixture ModelsCode0
Unsupervised Decision Forest for Data Clustering and Density Estimation0
Fast rates in statistical and online learning0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood (nats)3,049Unverified
2DDPMNLL (bits/dim)3.69Unverified
3MRCNFNLL (bits/dim)3.54Unverified
4FFJORDNLL (bits/dim)3.4Unverified
5RNODENLL (bits/dim)3.38Unverified
6Pixel CNNNLL (bits/dim)3.03Unverified
7score SDENLL (bits/dim)2.99Unverified
8Flow matchingNLL (bits/dim)2.99Unverified
9Pixel CNN ++NLL (bits/dim)2.92Unverified
10Image TransformerNLL (bits/dim)2.9Unverified
#ModelMetricClaimedVerifiedStatus
1DVP-VAENLL77.1Unverified
2PaddingFlowMMD-L211Unverified
3FFJORDNLL (bits/dim)0.99Unverified
4RNODENLL (bits/dim)0.97Unverified
5IdentityNLL (bits/dim)0.13Unverified
6MADE MoGLog-likelihood (nats)-1,038.5Unverified
#ModelMetricClaimedVerifiedStatus
1nMDMALog-likelihood1.78Unverified
2DDELog-likelihood0.97Unverified
3B-NAFLog-likelihood0.61Unverified
4FFJORDLog-likelihood0.46Unverified
5MADE MoGLog-likelihood0.4Unverified
6PaddingFlowCD0.14Unverified
#ModelMetricClaimedVerifiedStatus
1TANLog-likelihood159.8Unverified
2FFJORDLog-likelihood157.4Unverified
3B-NAFLog-likelihood157.36Unverified
4MADE MoGLog-likelihood153.71Unverified
5PaddingFlowCD0.5Unverified
#ModelMetricClaimedVerifiedStatus
1GlowNLL (bits/dim)4.09Unverified
2Image TransformerNLL (bits/dim)3.77Unverified
3VDMNLL (bits/dim)3.72Unverified
4i-DODENLL (bits/dim)3.69Unverified
5MuLANNLL (bits/dim)3.67Unverified
#ModelMetricClaimedVerifiedStatus
1B-NAFLog-likelihood12.06Unverified
2DDELog-likelihood9.73Unverified
3FFJORDLog-likelihood8.59Unverified
4MADE MoGLog-likelihood8.47Unverified
5PaddingFlowCD0.89Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD13.8Unverified
2DDELog-likelihood-11.3Unverified
3B-NAFLog-likelihood-14.71Unverified
4FFJORDLog-likelihood-14.92Unverified
5MADE MoGLog-likelihood-15.15Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD24.5Unverified
2DDELog-likelihood-6.94Unverified
3B-NAFLog-likelihood-8.95Unverified
4FFJORDLog-likelihood-10.43Unverified
5MADE MoGLog-likelihood-12.27Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO98.33Unverified
2B-NAFNegative ELBO94.83Unverified
3DVp-VAENLL89.07Unverified
4PaddingFlowMMD-L220.3Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO104.03Unverified
2B-NAFNegative ELBO94.91Unverified
3PaddingFlowMMD-L217.9Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO4.39Unverified
2B-NAFNegative ELBO4.33Unverified
3PaddingFlowMMD-L20.62Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood1.04Unverified
#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood5,872Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood3.83Unverified