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 101–125 of 1394 papers

Title	Date	Tasks	Status	Hype	Score
AdaCat: Adaptive Categorical Discretization for Autoregressive Models	Aug 3, 2022	Density EstimationOffline RL	CodeCode Available	1	5
Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs	May 6, 2023	Density EstimationImage Generation	CodeCode Available	1	5
Invertible DenseNets with Concatenated LipSwish	Feb 4, 2021	Density Estimation	CodeCode Available	1	5
Invertible Monotone Operators for Normalizing Flows	Oct 15, 2022	Density Estimation	CodeCode Available	1	5
TSDS: Data Selection for Task-Specific Model Finetuning	Oct 15, 2024	Density Estimation	CodeCode Available	1	5
It's Raw! Audio Generation with State-Space Models	Feb 20, 2022	Audio GenerationDensity Estimation	CodeCode Available	1	5
A generative nonparametric Bayesian model for whole genomes	Dec 1, 2021	Density Estimationmodel	CodeCode Available	1	5
DEANN: Speeding up Kernel-Density Estimation using Approximate Nearest Neighbor Search	Jul 6, 2021	Density Estimation	CodeCode Available	1	5
A generative nonparametric Bayesian model for whole genomes	May 21, 2021	Density Estimationparameter estimation	CodeCode Available	1	5
CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion Models	Mar 22, 2023	Contour DetectionCrowd Counting	CodeCode Available	1	5
Distribution-Consistent Modal Recovering for Incomplete Multimodal Learning	Jan 1, 2023	Density Estimation	CodeCode Available	1	5
A Temporal Kernel Approach for Deep Learning with Continuous-time Information	Mar 28, 2021	Deep LearningDensity Estimation	CodeCode Available	1	5
MaCow: Masked Convolutional Generative Flow	Feb 12, 2019	Computational EfficiencyDensity Estimation	CodeCode Available	1	5
MADE: Masked Autoencoder for Distribution Estimation	Feb 12, 2015	Density EstimationImage Generation	CodeCode Available	1	5
Deep Energy Estimator Networks	May 21, 2018	DenoisingDensity Estimation	CodeCode Available	1	5
Mask Focal Loss: A unifying framework for dense crowd counting with canonical object detection networks	Dec 22, 2022	Crowd CountingDensity Estimation	CodeCode Available	1	5
Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows	Feb 24, 2020	Density EstimationIrregular Time Series	CodeCode Available	1	5
Moser Flow: Divergence-based Generative Modeling on Manifolds	Aug 18, 2021	Density Estimation	CodeCode Available	1	5
AR-DAE: Towards Unbiased Neural Entropy Gradient Estimation	Jun 9, 2020	continuous-controlContinuous Control	CodeCode Available	1	5
arfpy: A python package for density estimation and generative modeling with adversarial random forests	Nov 13, 2023	Density Estimation	CodeCode Available	1	5
Denoising Normalizing Flow	Dec 1, 2021	DenoisingDensity Estimation	CodeCode Available	1	5
Continuous Language Generative Flow	Aug 1, 2021	Data AugmentationDensity Estimation	CodeCode Available	1	5
Density Deconvolution with Normalizing Flows	Jun 16, 2020	Density EstimationVariational Inference	CodeCode Available	1	5
Density estimation on low-dimensional manifolds: an inflation-deflation approach	May 25, 2021	Density Estimation	CodeCode Available	1	5
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection	Oct 14, 2022	3D Anomaly DetectionAnomaly Detection	CodeCode Available	1	5

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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