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 1126–1150 of 1394 papers

Title	Date	Tasks	Status	Hype
Fast adversarial training for semi-supervised learning	Sep 27, 2018	Density Estimation	—Unverified	0
Monge-Ampère Flow for Generative Modeling	Sep 26, 2018	Density Estimation	CodeCode Available	0
Multivariate control chart based on PCA mix for variable and attribute quality characteristics	Sep 25, 2018	AttributeDensity Estimation	—Unverified	0
Counting the uncountable: deep semantic density estimation from Space	Sep 19, 2018	Density EstimationObject	—Unverified	0
Distances for WiFi Based Topological Indoor Mapping	Sep 19, 2018	Density Estimation	—Unverified	0
Variational Autoencoder with Implicit Optimal Priors	Sep 14, 2018	Density Estimation	CodeCode Available	0
Traffic Density Estimation using a Convolutional Neural Network	Sep 5, 2018	BIG-bench Machine LearningDensity Estimation	—Unverified	0
Stacked Pooling: Improving Crowd Counting by Boosting Scale Invariance	Aug 22, 2018	Crowd CountingDensity Estimation	CodeCode Available	0
Haze Density Estimation via Modeling of Scattering Coefficients of Iso-depth Regions	Aug 19, 2018	Density Estimation	—Unverified	0
In Defense of Single-column Networks for Crowd Counting	Aug 18, 2018	Crowd CountingData Augmentation	—Unverified	0
Nonparametric Gaussian Mixture Models for the Multi-Armed Bandit	Aug 8, 2018	Density EstimationMulti-Armed Bandits	CodeCode Available	0
Kernel Density Estimation-Based Markov Models with Hidden State	Jul 30, 2018	Density EstimationTime Series Analysis	—Unverified	0
Deep PDF: Probabilistic Surface Optimization and Density Estimation	Jul 27, 2018	Decision MakingDensity Estimation	—Unverified	0
Iterative Crowd Counting	Jul 26, 2018	Crowd CountingDensity Estimation	—Unverified	0
Automatic Bayesian Density Analysis	Jul 24, 2018	Anomaly DetectionBayesian Inference	—Unverified	0
OPEM (Open Source PEM Fuel Cell Simulation Tool)	Jul 22, 2018	Capacity EstimationDensity Estimation	CodeCode Available	0
Continuous Assortment Optimization with Logit Choice Probabilities under Incomplete Information	Jul 17, 2018	Assortment OptimizationDensity Estimation	—Unverified	0
Glow: Generative Flow with Invertible 1x1 Convolutions	Jul 9, 2018	Density EstimationImage Generation	CodeCode Available	1
Deep Density Destructors	Jul 1, 2018	Density Estimation	CodeCode Available	0
Attention to Head Locations for Crowd Counting	Jun 27, 2018	Crowd CountingDensity Estimation	—Unverified	0
Integral Privacy for Sampling	Jun 13, 2018	Density EstimationFairness	CodeCode Available	0
Conditional Noise-Contrastive Estimation of Unnormalised Models	Jun 10, 2018	Density EstimationOpen-Ended Question Answering	—Unverified	0
Contextual Hourglass Networks for Segmentation and Density Estimation	Jun 8, 2018	Density EstimationImage Segmentation	—Unverified	0
Regularization by Denoising: Clarifications and New Interpretations	Jun 6, 2018	DenoisingDensity Estimation	CodeCode Available	0
Neural-Kernelized Conditional Density Estimation	Jun 5, 2018	Density EstimationDimensionality Reduction	—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	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