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 1176–1200 of 1394 papers

Title	Date	Tasks	Status
From CDF to PDF --- A Density Estimation Method for High Dimensional Data	Apr 15, 2018	Density Estimation	—Unverified
Neural Autoregressive Flows	Apr 3, 2018	Density EstimationSpeech Synthesis	CodeCode Available
Dihedral angle prediction using generative adversarial networks	Mar 29, 2018	Density EstimationGenerative Adversarial Network	—Unverified
Graphite: Iterative Generative Modeling of Graphs	Mar 28, 2018	Density EstimationGeneral Classification	CodeCode Available
Geometric and Physical Constraints for Drone-Based Head Plane Crowd Density Estimation	Mar 23, 2018	Density Estimation	—Unverified
Boosted Density Estimation Remastered	Mar 22, 2018	Density EstimationGenerative Adversarial Network	—Unverified
Nonparametric Risk Assessment and Density Estimation for Persistence Landscapes	Mar 9, 2018	Density Estimation	—Unverified
Near-Linear Time Local Polynomial Nonparametric Estimation with Box Kernels	Feb 26, 2018	Density Estimationregression	—Unverified
Density-aware Single Image De-raining using a Multi-stream Dense Network	Feb 21, 2018	Density EstimationSingle Image Deraining	CodeCode Available
Image Transformer	Feb 15, 2018	DecoderDensity Estimation	—Unverified
"Dependency Bottleneck" in Auto-encoding Architectures: an Empirical Study	Feb 15, 2018	Density Estimation	—Unverified
Conditional Density Estimation with Bayesian Normalising Flows	Feb 14, 2018	Density EstimationNormalising Flows	—Unverified
Transformation Autoregressive Networks	Jan 30, 2018	Density EstimationOutlier Detection	—Unverified
Some techniques in density estimation	Jan 11, 2018	BIG-bench Machine LearningDensity Estimation	—Unverified
Scalable high-resolution forecasting of sparse spatiotemporal events with kernel methods: a winning solution to the NIJ "Real-Time Crime Forecasting Challenge"	Jan 9, 2018	Density EstimationGaussian Processes	CodeCode Available
PHOENICS: A universal deep Bayesian optimizer	Jan 4, 2018	Bayesian OptimizationDensity Estimation	CodeCode Available
Learning Deep Generative Models With Discrete Latent Variables	Jan 1, 2018	Density Estimation	—Unverified
WHAT ARE GANS USEFUL FOR?	Jan 1, 2018	Density Estimation	—Unverified
Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection	Jan 1, 2018	Anomaly DetectionDensity Estimation	CodeCode Available
Merging K-means with hierarchical clustering for identifying general-shaped groups	Dec 23, 2017	ClusteringDensity Estimation	—Unverified
DecideNet: Counting Varying Density Crowds Through Attention Guided Detection and Density Estimation	Dec 18, 2017	Crowd CountingDensity Estimation	CodeCode Available
Convergence rates of a partition based Bayesian multivariate density estimation method	Dec 1, 2017	Density Estimation	—Unverified
Communication-Efficient Distributed Learning of Discrete Distributions	Dec 1, 2017	Density Estimation	—Unverified
The Expxorcist: Nonparametric Graphical Models Via Conditional Exponential Densities	Dec 1, 2017	Density EstimationForm	—Unverified
MR image reconstruction using deep density priors	Nov 30, 2017	Density EstimationImage Reconstruction	—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