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 11011150 of 1394 papers

TitleStatusHype
bigMap: Big Data Mapping with Parallelized t-SNE0
Hierarchical Discrete Distribution Decomposition for Match Density EstimationCode0
Weakly supervised segment annotation via expectation kernel density estimation0
AdaFlow: Domain-Adaptive Density Estimator with Application to Anomaly Detection and Unpaired Cross-Domain Translation0
From Adaptive Kernel Density Estimation to Sparse Mixture Models0
Deep Homogeneous Mixture Models: Representation, Separation, and Approximation0
Black-Box Autoregressive Density Estimation for State-Space Models0
Finite Mixture Model of Nonparametric Density Estimation using Sampling Importance Resampling for Persistence Landscape0
PointConv: Deep Convolutional Networks on 3D Point CloudsCode0
A new approach for pedestrian density estimation using moving sensors and computer vision0
Density estimation for shift-invariant multidimensional distributions0
Bias and Generalization in Deep Generative Models: An Empirical StudyCode0
How Well Generative Adversarial Networks Learn Distributions0
Dynamic Feature Acquisition Using Denoising AutoencodersCode0
Neural Likelihoods via Cumulative Distribution FunctionsCode0
Invertible Residual NetworksCode1
Learning Unsupervised Word Mapping by Maximizing Mean Discrepancy0
Hybrid Generative-Discriminative Models for Inverse Materials Design0
Gaussian Process Conditional Density Estimation0
Unsupervised Object Matching for Relational Data0
Deep Diffeomorphic Normalizing Flows0
Convergence of the Expectation-Maximization Algorithm Through Discrete-Time Lyapunov Stability Theory0
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative ModelsCode1
Extremely Randomized CNets for Multi-label ClassificationCode0
Frustratingly Easy Model Ensemble for Abstractive Summarization0
Fast adversarial training for semi-supervised learning0
Monge-Ampère Flow for Generative ModelingCode0
Multivariate control chart based on PCA mix for variable and attribute quality characteristics0
Counting the uncountable: deep semantic density estimation from Space0
Distances for WiFi Based Topological Indoor Mapping0
Variational Autoencoder with Implicit Optimal PriorsCode0
Traffic Density Estimation using a Convolutional Neural Network0
Stacked Pooling: Improving Crowd Counting by Boosting Scale InvarianceCode0
Haze Density Estimation via Modeling of Scattering Coefficients of Iso-depth Regions0
In Defense of Single-column Networks for Crowd Counting0
Nonparametric Gaussian Mixture Models for the Multi-Armed BanditCode0
Kernel Density Estimation-Based Markov Models with Hidden State0
Deep PDF: Probabilistic Surface Optimization and Density Estimation0
Iterative Crowd Counting0
Automatic Bayesian Density Analysis0
OPEM (Open Source PEM Fuel Cell Simulation Tool)Code0
Continuous Assortment Optimization with Logit Choice Probabilities under Incomplete Information0
Glow: Generative Flow with Invertible 1x1 ConvolutionsCode1
Deep Density DestructorsCode0
Attention to Head Locations for Crowd Counting0
Integral Privacy for SamplingCode0
Conditional Noise-Contrastive Estimation of Unnormalised Models0
Contextual Hourglass Networks for Segmentation and Density Estimation0
Regularization by Denoising: Clarifications and New InterpretationsCode0
Neural-Kernelized Conditional Density Estimation0
Show:102550
← PrevPage 23 of 28Next →

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