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 1201–1225 of 1394 papers

Title	Date	Tasks	Status	Hype
A Many-Objective Evolutionary Algorithm with Angle-Based Selection and Shift-Based Density Estimation	Sep 30, 2017	Density EstimationEvolutionary Algorithms	—Unverified	0
Summable Reparameterizations of Wasserstein Critics in the One-Dimensional Setting	Sep 19, 2017	Density Estimation	—Unverified	0
Manifold Learning Using Kernel Density Estimation and Local Principal Components Analysis	Sep 11, 2017	Density Estimation	—Unverified	0
Rotational Subgroup Voting and Pose Clustering for Robust 3D Object Recognition	Sep 7, 2017	3D Object RecognitionClustering	—Unverified	0
Continuous-Time Flows for Efficient Inference and Density Estimation	Sep 4, 2017	Density Estimation	—Unverified	0
Sum-Product Graphical Models	Aug 21, 2017	Density Estimation	CodeCode Available	0
A Unified Model for Near and Remote Sensing	Aug 9, 2017	Density Estimationmodel	—Unverified	0
Uniform Convergence Rates for Kernel Density Estimation	Aug 1, 2017	Density EstimationLocal intrinsic dimension estimation	—Unverified	0
CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd Counting	Jul 30, 2017	Crowd CountingDensity Estimation	CodeCode Available	0
Building Detection from Satellite Images on a Global Scale	Jul 27, 2017	Density Estimation	—Unverified	0
Integrating Lexical and Temporal Signals in Neural Ranking Models for Searching Social Media Streams	Jul 25, 2017	Density EstimationDocument Ranking	—Unverified	0
Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios	Jul 6, 2017	ClusteringDensity Estimation	—Unverified	0
A Survey of Recent Advances in CNN-based Single Image Crowd Counting and Density Estimation	Jul 5, 2017	Crowd CountingDensity Estimation	CodeCode Available	0
How Much Data is Enough? A Statistical Approach with Case Study on Longitudinal Driving Behavior	Jun 23, 2017	Density Estimation	—Unverified	0
A strong converse bound for multiple hypothesis testing, with applications to high-dimensional estimation	Jun 14, 2017	Active Learningcompressed sensing	—Unverified	0
An Alternative to EM for Gaussian Mixture Models: Batch and Stochastic Riemannian Optimization	Jun 10, 2017	Density Estimationparameter estimation	CodeCode Available	0
Sample-Efficient Learning of Mixtures	Jun 6, 2017	Density EstimationPAC learning	—Unverified	0
Recurrent Estimation of Distributions	May 30, 2017	Anomaly DetectionDensity Estimation	—Unverified	0
Beyond Counting: Comparisons of Density Maps for Crowd Analysis Tasks - Counting, Detection, and Tracking	May 29, 2017	Density Estimationregression	CodeCode Available	0
Consistent Kernel Density Estimation with Non-Vanishing Bandwidth	May 24, 2017	Density Estimation	—Unverified	0
Efficient and principled score estimation with Nyström kernel exponential families	May 23, 2017	Computational EfficiencyDenoising	CodeCode Available	0
The Kernel Mixture Network: A Nonparametric Method for Conditional Density Estimation of Continuous Random Variables	May 19, 2017	Density Estimation	CodeCode Available	1
Masked Autoregressive Flow for Density Estimation	May 19, 2017	Density Estimation	CodeCode Available	2
Revisiting IM2GPS in the Deep Learning Era	May 13, 2017	ClassificationDeep Learning	—Unverified	0
Density Estimation for Geolocation via Convolutional Mixture Density Network	May 8, 2017	Density Estimation	—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