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 426–450 of 1394 papers

Title	Date	Tasks	Status	Score
A generative flow for conditional sampling via optimal transport	Jul 9, 2023	Bayesian InferenceDensity Estimation	CodeCode Available	5
Posterior Matching for Arbitrary Conditioning	Jan 28, 2022	Density Estimation	CodeCode Available	5
Flowification: Everything is a Normalizing Flow	May 30, 2022	Density Estimation	CodeCode Available	5
Diffusion Generative Modelling for Divide-and-Conquer MCMC	Jun 17, 2024	Density Estimation	CodeCode Available	5
Probabilistic Classification by Density Estimation Using Gaussian Mixture Model and Masked Autoregressive Flow	Oct 16, 2023	ClassificationDensity Estimation	CodeCode Available	5
Evidence Networks: simple losses for fast, amortized, neural Bayesian model comparison	May 18, 2023	Density Estimation	CodeCode Available	5
A Survey of Recent Advances in CNN-based Single Image Crowd Counting and Density Estimation	Jul 5, 2017	Crowd CountingDensity Estimation	CodeCode Available	5
Estimating Probability Densities with Transformer and Denoising Diffusion	Jul 22, 2024	DenoisingDensity Estimation	CodeCode Available	5
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)	May 29, 2022	Conformal PredictionDensity Estimation	CodeCode Available	5
Kernel Density Matrices for Probabilistic Deep Learning	May 26, 2023	Deep LearningDensity Estimation	CodeCode Available	5
Dirac Delta Regression: Conditional Density Estimation with Clinical Trials	May 24, 2019	Causal InferenceDensity Estimation	CodeCode Available	5
CaloMan: Fast generation of calorimeter showers with density estimation on learned manifolds	Nov 23, 2022	Density Estimation	CodeCode Available	5
EX2: Exploration with Exemplar Models for Deep Reinforcement Learning	Mar 3, 2017	Deep Reinforcement LearningDensity Estimation	CodeCode Available	5
Estimating Density Models with Truncation Boundaries using Score Matching	Oct 9, 2019	Density EstimationOutlier Detection	CodeCode Available	5
Conditional Image Generation with PixelCNN Decoders	Jun 16, 2016	Conditional Image GenerationDecoder	CodeCode Available	5
Sparse Density Trees and Lists: An Interpretable Alternative to High-Dimensional Histograms	Oct 22, 2015	Density EstimationVocal Bursts Intensity Prediction	CodeCode Available	5
Reflectance-Oriented Probabilistic Equalization for Image Enhancement	Sep 14, 2022	Density EstimationImage Enhancement	CodeCode Available	5
Enhancing Quantitative Image Synthesis through Pretraining and Resolution Scaling for Bone Mineral Density Estimation from a Plain X-ray Image	Jul 30, 2024	Density EstimationImage Generation	CodeCode Available	5
Entropy-Informed Weighting Channel Normalizing Flow	Jul 6, 2024	Density Estimation	CodeCode Available	5
Estimating Feature-Label Dependence Using Gini Distance Statistics	Jun 5, 2019	Density Estimation	CodeCode Available	5
Conditional Density Estimation with Neural Networks: Best Practices and Benchmarks	Mar 3, 2019	Density Estimation	CodeCode Available	5
Conditional Density Estimation with Histogram Trees	Oct 15, 2024	Density Estimationregression	CodeCode Available	5
RFCDE: Random Forests for Conditional Density Estimation	Apr 16, 2018	Density EstimationGeneral Classification	CodeCode Available	5
Causal Discovery with Flow-based Conditional Density Estimation	Dec 5, 2021	Causal DiscoveryDensity Estimation	CodeCode Available	5
Efficient Neural Network Approaches for Conditional Optimal Transport with Applications in Bayesian Inference	Oct 25, 2023	Bayesian InferenceComputational Efficiency	CodeCode Available	5

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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