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 351400 of 1394 papers

TitleStatusHype
Bagged Regularized k-Distances for Anomaly Detection0
A new effective and efficient measure for outlying aspect mining0
Benchmarking high-fidelity pedestrian tracking systems for research, real-time monitoring and crowd control0
Bayesian Weapon System Reliability Modeling with Cox-Weibull Neural Network0
Better Conditional Density Estimation for Neural Networks0
A Latent Space Correlation-Aware Autoencoder for Anomaly Detection in Skewed Data0
Deep Data Density Estimation through Donsker-Varadhan Representation0
An improper estimator with optimal excess risk in misspecified density estimation and logistic regression0
DAFE-FD: Density Aware Feature Enrichment for Face Detection0
Deep Dive into Semi-Supervised ELBO for Improving Classification Performance0
Cyber-resilience for marine navigation by information fusion and change detection0
Deep Homogeneous Mixture Models: Representation, Separation, and Approximation0
Deep Learning assisted microwave-plasma interaction based technique for plasma density estimation0
Deep learning based landslide density estimation on SAR data for rapid response0
Distributed Nonparametric Estimation: from Sparse to Dense Samples per Terminal0
Deep PDF: Probabilistic Surface Optimization and Density Estimation0
Deep Photon Mapping0
Deep Spatial Regression Model for Image Crowd Counting0
Deep Unfolding with Kernel-based Quantization in MIMO Detection0
A Video-Based Activity Classification of Human Pickers in Agriculture0
Direct Importance Estimation with Model Selection and Its Application to Covariate Shift Adaptation0
Curriculum for Crowd Counting -- Is it Worthy?0
Curiosity-Driven Experience Prioritization via Density Estimation0
Dense Associative Memory with Epanechnikov Energy0
A new approach for pedestrian density estimation using moving sensors and computer vision0
Density0
Anomaly Detection of Time Series with Smoothness-Inducing Sequential Variational Auto-Encoder0
Density-Based Bonuses on Learned Representations for Reward-Free Exploration in Deep Reinforcement Learning0
Density-based Denoising of Point Cloud0
Cumulative Attribute Space for Age and Crowd Density Estimation0
Density Descent for Diversity Optimization0
Black-Box Autoregressive Density Estimation for State-Space Models0
Unpriortized Autoencoder For Image Generation0
Cubic-Spline Flows0
Density Estimation for Conservative Q-Learning0
Density Estimation for Entry Guidance Problems using Deep Learning0
Density Estimation for Geolocation via Convolutional Mixture Density Network0
Density estimation for shift-invariant multidimensional distributions0
3C-FBI: A Combinatorial method using Convolutions for Circle Fitting in Blurry Images0
Density estimation from unweighted k-nearest neighbor graphs: a roadmap0
Average-case Acceleration Through Spectral Density Estimation0
Density estimation in representation space to predict model uncertainty0
Density Estimation using Entropy Maximization for Semi-continuous Data0
Adversarial Attacks on Deep Graph Matching0
Density Estimation via Bayesian Inference Engines0
Dirichlet process mixture models for non-stationary data streams0
Density Estimation via Discrepancy0
Density Estimation via Discrepancy Based Adaptive Sequential Partition0
Crowd Transformer Network0
Crowdotic: A Privacy-Preserving Hospital Waiting Room Crowd Density Estimation with Non-speech Audio0
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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