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 1276–1300 of 1394 papers

Title	Date	Tasks	Status	Hype
Learning Arbitrary Sum-Product Network Leaves with Expectation-Maximization	Apr 25, 2016	Density Estimation	—Unverified	0
One-Shot Generalization in Deep Generative Models	Mar 16, 2016	BIG-bench Machine LearningDensity Estimation	—Unverified	0
Optimized Kernel Entropy Components	Mar 9, 2016	Density Estimation	—Unverified	0
Learning to Generate with Memory	Feb 24, 2016	Density EstimationImage Generation	CodeCode Available	0
Density-based Denoising of Point Cloud	Feb 17, 2016	ClusteringDenoising	—Unverified	0
A Kernel Test of Goodness of Fit	Feb 9, 2016	Density Estimation	CodeCode Available	0
Semantic Place Descriptors for Classification and Map Discovery	Jan 22, 2016	ClassificationDensity Estimation	—Unverified	0
Nonparametric semi-supervised learning of class proportions	Jan 8, 2016	Density Estimation	CodeCode Available	0
Histogram Meets Topic Model: Density Estimation by Mixture of Histograms	Dec 25, 2015	Density Estimation	—Unverified	0
Clustering by Deep Nearest Neighbor Descent (D-NND): A Density-based Parameter-Insensitive Clustering Method	Dec 7, 2015	ClusteringDensity Estimation	—Unverified	0
COUNT Forest: CO-Voting Uncertain Number of Targets Using Random Forest for Crowd Density Estimation	Dec 1, 2015	Density EstimationScene Understanding	—Unverified	0
Matrix Manifold Optimization for Gaussian Mixtures	Dec 1, 2015	Density Estimationparameter estimation	—Unverified	0
Probabilistic Segmentation via Total Variation Regularization	Nov 16, 2015	Density EstimationSegmentation	—Unverified	0
Learning Nonparametric Forest Graphical Models with Prior Information	Nov 12, 2015	Density Estimation	—Unverified	0
Sparse Density Trees and Lists: An Interpretable Alternative to High-Dimensional Histograms	Oct 22, 2015	Density EstimationVocal Bursts Intensity Prediction	CodeCode Available	0
Density Estimation via Discrepancy	Sep 23, 2015	Density Estimation	—Unverified	0
Importance Weighted Autoencoders	Sep 1, 2015	Density Estimation	CodeCode Available	1
Towards universal neural nets: Gibbs machines and ACE	Aug 26, 2015	Density EstimationGeneral Classification	CodeCode Available	0
Universal Approximation of Edge Density in Large Graphs	Aug 6, 2015	ClusteringDensity Estimation	—Unverified	0
Bayesian mixtures of spatial spline regressions	Aug 4, 2015	ClusteringDensity Estimation	—Unverified	0
A PCA-Based Change Detection Framework for Multidimensional Data Streams: Change Detection in Multidimensional Data Streams	Aug 1, 2015	Change DetectionDensity Estimation	—Unverified	0
Regularized Multi-Task Learning for Multi-Dimensional Log-Density Gradient Estimation	Aug 1, 2015	ClusteringDensity Estimation	—Unverified	0
MixEst: An Estimation Toolbox for Mixture Models	Jul 22, 2015	ClusteringDensity Estimation	CodeCode Available	0
Unsupervised Decision Forest for Data Clustering and Density Estimation	Jul 15, 2015	ClusteringDensity Estimation	—Unverified	0
Fast rates in statistical and online learning	Jul 9, 2015	Density EstimationLearning Theory	—Unverified	0

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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	Flow matching	NLL (bits/dim)	2.99	—	Unverified
8	score SDE	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