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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 701–725 of 1394 papers

Title	Date	Tasks	Status
Improving Vision-based Self-positioning in Intelligent Transportation Systems via Integrated Lane and Vehicle Detection	Apr 5, 2017	Computational EfficiencyDensity Estimation	—Unverified
Inconsistency of Pitman-Yor process mixtures for the number of components	Aug 30, 2013	Density Estimation	—Unverified
In Defense of Single-column Networks for Crowd Counting	Aug 18, 2018	Crowd CountingData Augmentation	—Unverified
Inference and Mixture Modeling with the Elliptical Gamma Distribution	Oct 17, 2014	Density Estimation	—Unverified
Inference for high-dimensional exchangeable arrays	Sep 10, 2020	Density Estimationregression	—Unverified
Inference with K-means	Oct 4, 2024	ClusteringDensity Estimation	—Unverified
ARMCMC: Online Bayesian Density Estimation of Model Parameters	Sep 29, 2021	Density Estimation	—Unverified
Spatial probabilistic pulsatility model for enhancing photoplethysmographic imaging systems	Jul 27, 2016	Density EstimationHeart rate estimation	—Unverified
A RAD approach to deep mixture models	Mar 18, 2019	Density Estimation	—Unverified
Injective flows for star-like manifolds	Jun 13, 2024	Density EstimationVariational Inference	—Unverified
COVID-19 mortality analysis from soft-data multivariate curve regression and machine learning	Aug 7, 2020	BIG-bench Machine LearningDensity Estimation	—Unverified
Instance-Optimal Private Density Estimation in the Wasserstein Distance	Jun 27, 2024	Density Estimation	—Unverified
SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks	Aug 11, 2019	Anomaly DetectionDensity Estimation	—Unverified
Integrating Lexical and Temporal Signals in Neural Ranking Models for Searching Social Media Streams	Jul 25, 2017	Density EstimationDocument Ranking	—Unverified
Interactive Inference under Information Constraints	Jul 21, 2020	Density Estimation	—Unverified
Quasi-Bayesian sequential deconvolution	Aug 26, 2024	Density Estimation	—Unverified
Interpretable deep learning regression for breast density estimation on MRI	Dec 8, 2020	Deep LearningDensity Estimation	—Unverified
Interpretable Mixture Density Estimation by use of Differentiable Tree-module	May 8, 2021	BIG-bench Machine LearningDensity Estimation	—Unverified
Approximating Hierarchical MV-sets for Hierarchical Clustering	Dec 1, 2014	ClusteringDensity Estimation	—Unverified
A PCA-Based Change Detection Framework for Multidimensional Data Streams: Change Detection in Multidimensional Data Streams	Aug 1, 2015	Change DetectionDensity Estimation	—Unverified
InvertibleNetworks.jl: A Julia package for scalable normalizing flows	Dec 20, 2023	Density EstimationSeismic Imaging	—Unverified
A partial likelihood approach to tree-based density modeling and its application in Bayesian inference	Dec 16, 2024	Bayesian InferenceComputational Efficiency	—Unverified
Inverting Supervised Representations with Autoregressive Neural Density Models	Jun 1, 2018	Density Estimation	—Unverified
Investigating the Adversarial Robustness of Density Estimation Using the Probability Flow ODE	Oct 10, 2023	Adversarial RobustnessDensity Estimation	—Unverified
Investigating the Impact of Model Misspecification in Neural Simulation-based Inference	Sep 5, 2022	Bayesian InferenceDensity Estimation	—Unverified

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All datasets CIFAR-10 MNIST UCI POWER BSDS300 ImageNet 32x32 UCI GAS UCI HEPMASS UCI MINIBOONE OMNIGLOT Caltech-101 Freyfaces CelebA-HQ 256x256

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MAF	Log-likelihood (nats)	3,049	—	Unverified
2	DDPM	NLL (bits/dim)	3.69	—	Unverified
3	MRCNF	NLL (bits/dim)	3.54	—	Unverified
4	FFJORD	NLL (bits/dim)	3.4	—	Unverified
5	RNODE	NLL (bits/dim)	3.38	—	Unverified
6	Pixel CNN	NLL (bits/dim)	3.03	—	Unverified
7	score SDE	NLL (bits/dim)	2.99	—	Unverified
8	Flow matching	NLL (bits/dim)	2.99	—	Unverified
9	Pixel CNN ++	NLL (bits/dim)	2.92	—	Unverified
10	Image Transformer	NLL (bits/dim)	2.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVP-VAE	NLL	77.1	—	Unverified
2	PaddingFlow	MMD-L2	11	—	Unverified
3	FFJORD	NLL (bits/dim)	0.99	—	Unverified
4	RNODE	NLL (bits/dim)	0.97	—	Unverified
5	Identity	NLL (bits/dim)	0.13	—	Unverified
6	MADE MoG	Log-likelihood (nats)	-1,038.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	nMDMA	Log-likelihood	1.78	—	Unverified
2	DDE	Log-likelihood	0.97	—	Unverified
3	B-NAF	Log-likelihood	0.61	—	Unverified
4	FFJORD	Log-likelihood	0.46	—	Unverified
5	MADE MoG	Log-likelihood	0.4	—	Unverified
6	PaddingFlow	CD	0.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAN	Log-likelihood	159.8	—	Unverified
2	FFJORD	Log-likelihood	157.4	—	Unverified
3	B-NAF	Log-likelihood	157.36	—	Unverified
4	MADE MoG	Log-likelihood	153.71	—	Unverified
5	PaddingFlow	CD	0.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Glow	NLL (bits/dim)	4.09	—	Unverified
2	Image Transformer	NLL (bits/dim)	3.77	—	Unverified
3	VDM	NLL (bits/dim)	3.72	—	Unverified
4	i-DODE	NLL (bits/dim)	3.69	—	Unverified
5	MuLAN	NLL (bits/dim)	3.67	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	B-NAF	Log-likelihood	12.06	—	Unverified
2	DDE	Log-likelihood	9.73	—	Unverified
3	FFJORD	Log-likelihood	8.59	—	Unverified
4	MADE MoG	Log-likelihood	8.47	—	Unverified
5	PaddingFlow	CD	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaddingFlow	CD	13.8	—	Unverified
2	DDE	Log-likelihood	-11.3	—	Unverified
3	B-NAF	Log-likelihood	-14.71	—	Unverified
4	FFJORD	Log-likelihood	-14.92	—	Unverified
5	MADE MoG	Log-likelihood	-15.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaddingFlow	CD	24.5	—	Unverified
2	DDE	Log-likelihood	-6.94	—	Unverified
3	B-NAF	Log-likelihood	-8.95	—	Unverified
4	FFJORD	Log-likelihood	-10.43	—	Unverified
5	MADE MoG	Log-likelihood	-12.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	98.33	—	Unverified
2	B-NAF	Negative ELBO	94.83	—	Unverified
3	DVp-VAE	NLL	89.07	—	Unverified
4	PaddingFlow	MMD-L2	20.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	104.03	—	Unverified
2	B-NAF	Negative ELBO	94.91	—	Unverified
3	PaddingFlow	MMD-L2	17.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	4.39	—	Unverified
2	B-NAF	Negative ELBO	4.33	—	Unverified
3	PaddingFlow	MMD-L2	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNODE	Log-likelihood	1.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAF	Log-likelihood	5,872	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNODE	Log-likelihood	3.83	—	Unverified