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 676–700 of 1394 papers

Title	Date	Tasks	Status
Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges	Dec 24, 2024	Density Estimation	—Unverified
A score-based particle method for homogeneous Landau equation	May 8, 2024	Density Estimation	—Unverified
Variational Hyper-Encoding Networks	May 18, 2020	DecoderDensity Estimation	—Unverified
A Fitness-assignment Method for Evolutionary Constrained Multi-objective Optimization	May 30, 2023	Density EstimationEvolutionary Algorithms	—Unverified
Identification of 1H-NMR Spectra of Xyloglucan Oligosaccharides: A Comparative Study of Artificial Neural Networks and Bayesian Classification Using Nonparametric Density Estimation	Jul 30, 2020	Density Estimation	—Unverified
Identifying High Accuracy Regions in Traffic Camera Images to Enhance the Estimation of Road Traffic Metrics: A Quadtree-Based Method	Jun 26, 2021	Density EstimationManagement	—Unverified
Image Transformer	Feb 15, 2018	DecoderDensity Estimation	—Unverified
Imitation with Neural Density Models	Oct 19, 2020	Density EstimationImitation Learning	—Unverified
Implicit High-Order Moment Tensor Estimation and Learning Latent Variable Models	Nov 23, 2024	Density EstimationPAC learning	—Unverified
Sobolev Space Regularised Pre Density Models	Jul 25, 2023	Anomaly DetectionDensity Estimation	—Unverified
Implicit Riemannian Concave Potential Maps	Oct 4, 2021	Density EstimationNormalising Flows	—Unverified
A sampling-based circuit for optimal decision making	Dec 1, 2021	Bayesian InferenceDecision Making	—Unverified
Improved Anomaly Detection in Crowded Scenes via Cell-based Analysis of Foreground Speed, Size and Texture	Apr 3, 2013	Anomaly DetectionDensity Estimation	—Unverified
A Robust Framework for Moving-Object Detection and Vehicular Traffic Density Estimation	Feb 3, 2014	Density EstimationMoving Object Detection	—Unverified
Improved Soft-k-Means Clustering Algorithm for Balancing Energy Consumption in Wireless Sensor Networks	Mar 23, 2024	ClusteringDensity Estimation	—Unverified
ARMCMC: ONLINE MODEL PARAMETERS DENSITY ESTIMATION IN BAYESIAN PARADIGM	Jan 1, 2021	Density Estimation	—Unverified
Sparse Density Estimation with Measurement Errors	Nov 14, 2019	Density Estimation	—Unverified
Improving Adversarial Energy-Based Model via Diffusion Process	Mar 4, 2024	DenoisingDensity Estimation	—Unverified
Improving Continuous Normalizing Flows using a Multi-Resolution Framework	Jun 2, 2021	Density EstimationGPU	—Unverified
End-to-End Multi-Object Detection with a Regularized Mixture Model	May 18, 2022	Density EstimationObject	—Unverified
Improving importance estimation in covariate shift for providing accurate prediction error	Feb 2, 2024	Density Estimation	—Unverified
Improving Nonparametric Density Estimation with Tensor Decompositions	Oct 6, 2020	Density Estimation	—Unverified
Sparse projections onto the simplex	Jun 7, 2012	Density Estimation	—Unverified
Improving the Intra-class Long-tail in 3D Detection via Rare Example Mining	Oct 15, 2022	3D Object DetectionActive Learning	—Unverified
A Confident Information First Principle for Parametric Reduction and Model Selection of Boltzmann Machines	Feb 5, 2015	Density EstimationDimensionality Reduction	—Unverified

Show:10 25 50

← PrevPage 28 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