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 11511200 of 1394 papers

TitleStatusHype
Automatic Bayesian Density Analysis0
OPEM (Open Source PEM Fuel Cell Simulation Tool)Code0
Continuous Assortment Optimization with Logit Choice Probabilities under Incomplete Information0
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
Inverting Supervised Representations with Autoregressive Neural Density Models0
Crowd Counting via Adversarial Cross-Scale Consistency PursuitCode0
Fast Dynamic Routing Based on Weighted Kernel Density EstimationCode0
Amortized Inference Regularization0
Nonparametric Density Estimation under Adversarial Losses0
Normal Similarity Network for Generative Modelling0
ABC-CDE: Towards Approximate Bayesian Computation with Complex High-Dimensional Data and Limited SimulationsCode0
A One-Class Classification Decision Tree Based on Kernel Density Estimation0
Density Forecasts in Panel Data Models: A Semiparametric Bayesian Perspective0
Learning Short-Cut Connections for Object Counting0
Fast and Efficient Depth Map Estimation from Light Fields0
Convergence guarantees for a class of non-convex and non-smooth optimization problems0
A-CCNN: adaptive ccnn for density estimation and crowd counting0
Hierarchical correlation reconstruction with missing data, for example for biology-inspired neuron0
RFCDE: Random Forests for Conditional Density EstimationCode0
From CDF to PDF --- A Density Estimation Method for High Dimensional Data0
Neural Autoregressive FlowsCode0
Dihedral angle prediction using generative adversarial networks0
Graphite: Iterative Generative Modeling of GraphsCode0
Geometric and Physical Constraints for Drone-Based Head Plane Crowd Density Estimation0
Boosted Density Estimation Remastered0
Nonparametric Risk Assessment and Density Estimation for Persistence Landscapes0
Near-Linear Time Local Polynomial Nonparametric Estimation with Box Kernels0
Density-aware Single Image De-raining using a Multi-stream Dense NetworkCode0
Image Transformer0
"Dependency Bottleneck" in Auto-encoding Architectures: an Empirical Study0
Conditional Density Estimation with Bayesian Normalising Flows0
Transformation Autoregressive Networks0
Some techniques in density estimation0
Scalable high-resolution forecasting of sparse spatiotemporal events with kernel methods: a winning solution to the NIJ "Real-Time Crime Forecasting Challenge"Code0
PHOENICS: A universal deep Bayesian optimizerCode0
Learning Deep Generative Models With Discrete Latent Variables0
WHAT ARE GANS USEFUL FOR?0
Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly DetectionCode0
Merging K-means with hierarchical clustering for identifying general-shaped groups0
DecideNet: Counting Varying Density Crowds Through Attention Guided Detection and Density EstimationCode0
Convergence rates of a partition based Bayesian multivariate density estimation method0
Communication-Efficient Distributed Learning of Discrete Distributions0
The Expxorcist: Nonparametric Graphical Models Via Conditional Exponential Densities0
MR image reconstruction using deep density priors0
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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