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 251–275 of 1394 papers

Title	Date	Tasks	Status
Compressing Image-to-Image Translation GANs Using Local Density Structures on Their Learned Manifold	Dec 22, 2023	Density EstimationImage-to-Image Translation	—Unverified
Computational Challenges in Non-parametric Prediction of Bradycardia in Preterm Infants	Nov 17, 2020	Density Estimation	—Unverified
Building Detection from Satellite Images on a Global Scale	Jul 27, 2017	Density Estimation	—Unverified
Concentration inequalities for leave-one-out cross validation	Nov 4, 2022	Density Estimationregression	—Unverified
BSL: An R Package for Efficient Parameter Estimation for Simulation-Based Models via Bayesian Synthetic Likelihood	Jul 25, 2019	Density Estimationparameter estimation	—Unverified
A Novel Locally Linear KNN Model for Visual Recognition	Jun 1, 2015	Action RecognitionDensity Estimation	—Unverified
A Generative Adversarial Density Estimator	Jun 1, 2019	Density EstimationVisual Dialog	—Unverified
Crowd Density Estimation using Novel Feature Descriptor	May 15, 2019	Crowd CountingDensity Estimation	—Unverified
Cubic-Spline Flows	Jun 5, 2019	Density Estimation	—Unverified
A Statistical Relational Approach to Learning Distance-based GCNs	Feb 13, 2021	Density EstimationLink Prediction	—Unverified
Breaking the curse of dimensionality in structured density estimation	Oct 10, 2024	Density Estimation	—Unverified
A Note on Shumailov et al. (2024): `AI Models Collapse When Trained on Recursively Generated Data'	Oct 16, 2024	Density Estimation	—Unverified
Bounds all around: training energy-based models with bidirectional bounds	Nov 1, 2021	AllDensity Estimation	—Unverified
Bounded rationality in structured density estimation	Sep 21, 2023	Bayesian InferenceDensity Estimation	—Unverified
An optimal transport approach for selecting a representative subsample with application in efficient kernel density estimation	May 31, 2022	Active LearningDensity Estimation	—Unverified
Bounded rationality in structured density estimation	Sep 21, 2023	Bayesian InferenceDensity Estimation	—Unverified
Bounded KRnet and its applications to density estimation and approximation	May 15, 2023	Density Estimation	—Unverified
A Non-Parametric Approach to Dynamic Programming	Dec 1, 2011	Density Estimation	—Unverified
Boundary of Distribution Support Generator (BDSG): Sample Generation on the Boundary	Jul 21, 2021	Anomaly DetectionDensity Estimation	—Unverified
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts	Oct 22, 2023	Density EstimationMixture-of-Experts	—Unverified
Crowd Counting and Density Estimation by Trellis Encoder-Decoder Network	Mar 3, 2019	Crowd CountingDecoder	—Unverified
Crowd Counting and Density Estimation by Trellis Encoder-Decoder Networks	Jun 1, 2019	Crowd CountingDecoder	—Unverified
A Non-Classical Parameterization for Density Estimation Using Sample Moments	Jan 13, 2022	Density Estimation	—Unverified
Boosted Density Estimation Remastered	Mar 22, 2018	Density EstimationGenerative Adversarial Network	—Unverified
Crop yield probability density forecasting via quantile random forest and Epanechnikov Kernel function	Apr 23, 2019	Decision MakingDensity Estimation	—Unverified

Show:10 25 50

← PrevPage 11 of 56Next →

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