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 1051–1075 of 1394 papers

Title	Date	Tasks	Status
A Local Density-Based Approach for Local Outlier Detection	Jun 28, 2016	Density EstimationObject	—Unverified
Plots of the cumulative differences between observed and expected values of ordered Bernoulli variates	Jun 3, 2020	Density Estimation	—Unverified
Plug-and-play dual-tree algorithm runtime analysis	Jan 21, 2015	Density Estimation	—Unverified
Point Cloud Generation with Continuous Conditioning	Feb 17, 2022	Density EstimationDiversity	—Unverified
Tracking Dynamic Gaussian Density with a Theoretically Optimal Sliding Window Approach	Mar 11, 2024	Density Estimation	—Unverified
A Large Contextual Dataset for Classification, Detection and Counting of Cars with Deep Learning	Sep 14, 2016	Density EstimationGeneral Classification	—Unverified
Point Localization and Density Estimation from Ordinal kNN graphs using Synchronization	Apr 3, 2015	Density Estimation	—Unverified
AgRegNet: A Deep Regression Network for Flower and Fruit Density Estimation, Localization, and Counting in Orchards	Sep 25, 2024	Density Estimationobject-detection	—Unverified
Crime Hot-Spot Modeling via Topic Modeling and Relative Density Estimation	Feb 8, 2022	Density EstimationDensity Ratio Estimation	—Unverified
Agnostic Private Density Estimation for GMMs via List Global Stability	Jul 5, 2024	Density Estimation	—Unverified
Variational Auto-Encoder Based Deep Learning Technique For Filling Gaps in Reacting PIV Data	Dec 11, 2023	Data CompressionDensity Estimation	—Unverified
Predicting Ambulance Demand: Challenges and Methods	Jun 16, 2016	Density EstimationManagement	—Unverified
Predicting the probability distribution of bus travel time to move towards reliable planning of public transport services	Feb 3, 2021	Density EstimationScheduling	—Unverified
Prediction of Vessel Arrival Time to Pilotage Area Using Multi-Data Fusion and Deep Learning	Mar 15, 2024	Density EstimationPrediction	—Unverified
Preference learning made easy: Everything should be understood through win rate	Feb 14, 2025	Density Estimation	—Unverified
Pre-trained Language Models as Re-Annotators	May 11, 2022	Contrastive LearningDensity Estimation	—Unverified
Principal Component Density Estimation for Scenario Generation Using Normalizing Flows	Apr 21, 2021	Density EstimationImage Generation	—Unverified
Principal Manifold Flows	Feb 14, 2022	Density Estimation	—Unverified
Prior Flow Variational Autoencoder: A density estimation model for Non-Intrusive Load Monitoring	Nov 30, 2020	Density EstimationNon-Intrusive Load Monitoring	—Unverified
Prior Learning in Introspective VAEs	Aug 25, 2024	Density EstimationImage Generation	—Unverified
Private Edge Density Estimation for Random Graphs: Optimal, Efficient and Robust	May 26, 2024	Density Estimation	—Unverified
Private Statistical Estimation of Many Quantiles	Feb 14, 2023	Density Estimation	—Unverified
WeSpeR: Population spectrum retrieval and spectral density estimation of weighted sample covariance	Oct 18, 2024	Density EstimationRetrieval	—Unverified
Probabilistic Dipole Inversion for Adaptive Quantitative Susceptibility Mapping	Sep 7, 2020	Density Estimation	—Unverified
Probabilistic Forecast-based Portfolio Optimization of Electricity Demand at Low Aggregation Levels	Apr 18, 2023	Computational EfficiencyDensity Estimation	—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	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