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 1151–1175 of 1394 papers

Title	Date	Tasks	Status
Automatic Bayesian Density Analysis	Jul 24, 2018	Anomaly DetectionBayesian Inference	—Unverified
OPEM (Open Source PEM Fuel Cell Simulation Tool)	Jul 22, 2018	Capacity EstimationDensity Estimation	CodeCode Available
Continuous Assortment Optimization with Logit Choice Probabilities under Incomplete Information	Jul 17, 2018	Assortment OptimizationDensity Estimation	—Unverified
Deep Density Destructors	Jul 1, 2018	Density Estimation	CodeCode Available
Attention to Head Locations for Crowd Counting	Jun 27, 2018	Crowd CountingDensity Estimation	—Unverified
Integral Privacy for Sampling	Jun 13, 2018	Density EstimationFairness	CodeCode Available
Conditional Noise-Contrastive Estimation of Unnormalised Models	Jun 10, 2018	Density EstimationOpen-Ended Question Answering	—Unverified
Contextual Hourglass Networks for Segmentation and Density Estimation	Jun 8, 2018	Density EstimationImage Segmentation	—Unverified
Regularization by Denoising: Clarifications and New Interpretations	Jun 6, 2018	DenoisingDensity Estimation	CodeCode Available
Neural-Kernelized Conditional Density Estimation	Jun 5, 2018	Density EstimationDimensionality Reduction	—Unverified
Inverting Supervised Representations with Autoregressive Neural Density Models	Jun 1, 2018	Density Estimation	—Unverified
Crowd Counting via Adversarial Cross-Scale Consistency Pursuit	Jun 1, 2018	Crowd CountingDensity Estimation	CodeCode Available
Fast Dynamic Routing Based on Weighted Kernel Density Estimation	May 28, 2018	Density EstimationImage Classification	CodeCode Available
Amortized Inference Regularization	May 23, 2018	Density EstimationRepresentation Learning	—Unverified
Nonparametric Density Estimation under Adversarial Losses	May 22, 2018	Density Estimation	—Unverified
Normal Similarity Network for Generative Modelling	May 14, 2018	Density EstimationImage Generation	—Unverified
ABC-CDE: Towards Approximate Bayesian Computation with Complex High-Dimensional Data and Limited Simulations	May 14, 2018	Density Estimation	CodeCode Available
A One-Class Classification Decision Tree Based on Kernel Density Estimation	May 14, 2018	Density EstimationGeneral Classification	—Unverified
Density Forecasts in Panel Data Models: A Semiparametric Bayesian Perspective	May 10, 2018	Density EstimationTime Series	—Unverified
Learning Short-Cut Connections for Object Counting	May 8, 2018	Density EstimationObject	—Unverified
Fast and Efficient Depth Map Estimation from Light Fields	May 1, 2018	CPUDensity Estimation	—Unverified
Convergence guarantees for a class of non-convex and non-smooth optimization problems	Apr 25, 2018	Density Estimation	—Unverified
A-CCNN: adaptive ccnn for density estimation and crowd counting	Apr 19, 2018	Crowd CountingDensity Estimation	—Unverified
Hierarchical correlation reconstruction with missing data, for example for biology-inspired neuron	Apr 17, 2018	Density EstimationImputation	—Unverified
RFCDE: Random Forests for Conditional Density Estimation	Apr 16, 2018	Density EstimationGeneral Classification	CodeCode Available

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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