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 826–850 of 1394 papers

Title	Date	Tasks	Status
Lumbar Bone Mineral Density Estimation from Chest X-ray Images: Anatomy-aware Attentive Multi-ROI Modeling	Jan 5, 2022	AnatomyDensity Estimation	—Unverified
Lyapunov Density Models: Constraining Distribution Shift in Learning-Based Control	Jun 21, 2022	Density Estimation	—Unverified
Machine and Deep Learning for Crowd Analytics	Aug 25, 2019	Deep LearningDensity Estimation	—Unverified
Sub-linear RACE Sketches for Approximate Kernel Density Estimation on Streaming Data	Dec 4, 2019	Density Estimation	—Unverified
Anomaly Subsequence Detection with Dynamic Local Density for Time Series	Jun 28, 2019	Anomaly DetectionDensity Estimation	—Unverified
Anomaly Detection of Time Series with Smoothness-Inducing Sequential Variational Auto-Encoder	Feb 2, 2021	Anomaly DetectionDensity Estimation	—Unverified
MAE: Mutual Posterior-Divergence Regularization for Variational AutoEncoders	Jan 6, 2019	Density EstimationImage Generation	—Unverified
MammoFL: Mammographic Breast Density Estimation using Federated Learning	Jun 11, 2022	Density EstimationFederated Learning	—Unverified
Manifold Density Estimation via Generalized Dequantization	Feb 14, 2021	Density Estimation	—Unverified
Manifold Density Estimation via Generalized Dequantization	Jun 2, 2021	Density Estimation	—Unverified
Manifold Learning Using Kernel Density Estimation and Local Principal Components Analysis	Sep 11, 2017	Density Estimation	—Unverified
Manifold Optimization for Gaussian Mixture Models	Jun 25, 2015	Density Estimationparameter estimation	—Unverified
Mapping oil palm density at country scale: An active learning approach	May 24, 2021	Active LearningDensity Estimation	—Unverified
Anomaly Detection in Trajectory Data with Normalizing Flows	Apr 13, 2020	Anomaly DetectionDensity Estimation	—Unverified
Markov Balance Satisfaction Improves Performance in Strictly Batch Offline Imitation Learning	Aug 17, 2024	Density EstimationImitation Learning	—Unverified
Anomaly Detection Based on Unsupervised Disentangled Representation Learning in Combination with Manifold Learning	Sep 25, 2019	Anomaly DetectionDensity Estimation	—Unverified
Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis	May 31, 2024	Density EstimationImputation	—Unverified
AnoDODE: Anomaly Detection with Diffusion ODE	Oct 10, 2023	Anomaly DetectionAnomaly Localization	—Unverified
Matrix Manifold Optimization for Gaussian Mixtures	Dec 1, 2015	Density Estimationparameter estimation	—Unverified
Maximum a Posteriori on a Submanifold: a General Image Restoration Method with GAN	May 1, 2019	DeblurringDenoising	—Unverified
Tuning Parameter-Free Nonparametric Density Estimation from Tabulated Summary Data	Apr 12, 2022	Density Estimation	—Unverified
Maximum Entropy Model Correction in Reinforcement Learning	Nov 29, 2023	Density Estimationmodel	—Unverified
Maximum Multiscale Entropy and Neural Network Regularization	Jun 25, 2020	Density Estimation	—Unverified
MCD: Marginal Contrastive Discrimination for conditional density estimation	Jun 3, 2022	Binary ClassificationDensity Estimation	—Unverified
MCNet: A crowd denstity estimation network based on integrating multiscale attention module	Mar 29, 2024	Density Estimationimage-classification	—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	Flow matching	NLL (bits/dim)	2.99	—	Unverified
8	score SDE	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