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 901–925 of 1394 papers

Title	Date	Tasks	Status
Multiclass histogram-based thresholding using kernel density estimation and scale-space representations	Feb 10, 2022	Density Estimation	—Unverified
Arbitrary Distributions Mapping via SyMOT-Flow: A Flow-based Approach Integrating Maximum Mean Discrepancy and Optimal Transport	Aug 26, 2023	Density EstimationDomain Adaptation	—Unverified
TabADM: Unsupervised Tabular Anomaly Detection with Diffusion Models	Jul 23, 2023	Anomaly DetectionDensity Estimation	—Unverified
Multiple-policy Evaluation via Density Estimation	Mar 29, 2024	Density Estimation	—Unverified
Multiple Reflection Symmetry Detection via Linear-Directional Kernel Density Estimation	Apr 21, 2017	Density EstimationSymmetry Detection	—Unverified
A Discriminative Technique for Multiple-Source Adaptation	Aug 25, 2020	Density EstimationDomain Adaptation	—Unverified
Unsupervised Distribution Learning for Lunar Surface Anomaly Detection	Jan 14, 2020	Anomaly DetectionDensity Estimation	—Unverified
Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching	May 9, 2023	Density EstimationDomain Adaptation	—Unverified
TAKDE: Temporal Adaptive Kernel Density Estimator for Real-Time Dynamic Density Estimation	Mar 15, 2022	Density Estimation	—Unverified
Multi-Scale Architectures Matter: On the Adversarial Robustness of Flow-based Lossless Compression	Aug 26, 2022	Adversarial RobustnessDensity Estimation	—Unverified
Multivariate control chart based on PCA mix for variable and attribute quality characteristics	Sep 25, 2018	AttributeDensity Estimation	—Unverified
Multivariate Density Estimation with Deep Neural Mixture Models	Dec 6, 2020	Density Estimation	—Unverified
Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows	May 27, 2022	Density EstimationExplainable artificial intelligence	—Unverified
Taking a Step Back with KCal: Multi-Class Kernel-Based Calibration for Deep Neural Networks	Feb 15, 2022	Decision MakingDensity Estimation	—Unverified
Multi-view Generative Adversarial Networks	Nov 7, 2016	Density EstimationGeneral Classification	—Unverified
Mutual Information Continuity-constrained Estimator	Sep 29, 2021	Density Estimation	—Unverified
Unsupervised Object Matching for Relational Data	Oct 9, 2018	Density EstimationObject	—Unverified
MVMR-FS : Non-parametric feature selection algorithm based on Maximum inter-class Variation and Minimum Redundancy	Jul 27, 2023	Density Estimationfeature selection	—Unverified
A new effective and efficient measure for outlying aspect mining	Apr 28, 2020	Density Estimation	—Unverified
NAS-Count: Counting-by-Density with Neural Architecture Search	Feb 29, 2020	Crowd CountingDecoder	—Unverified
TANGO: Clustering with Typicality-Aware Nonlocal Mode-Seeking and Graph-Cut Optimization	Aug 19, 2024	ClusteringDensity Estimation	—Unverified
Near-Linear Time Local Polynomial Nonparametric Estimation with Box Kernels	Feb 26, 2018	Density Estimationregression	—Unverified
Near-minimax recursive density estimation on the binary hypercube	Dec 1, 2008	Density Estimation	—Unverified
Near-Optimal Density Estimation in Near-Linear Time Using Variable-Width Histograms	Nov 1, 2014	Density Estimation	—Unverified
Negative Sampling in Variational Autoencoders	Oct 7, 2019	Density EstimationOut-of-Distribution Generalization	—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