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 126–150 of 1394 papers

Title	Date	Tasks	Status	Hype
Completely Self-Supervised Crowd Counting via Distribution Matching	Sep 14, 2020	Crowd CountingDensity Estimation	CodeCode Available	1
Detecting and repairing arbitrage in traded option prices	Aug 21, 2020	Density Estimation	CodeCode Available	1
Complete parameter inference for GW150914 using deep learning	Aug 7, 2020	Bayesian InferenceDeep Learning	CodeCode Available	1
Kernel Methods and their derivatives: Concept and perspectives for the Earth system sciences	Jul 29, 2020	Density EstimationGaussian Processes	CodeCode Available	1
Solving Linear Inverse Problems Using the Prior Implicit in a Denoiser	Jul 27, 2020	Compressive SensingDeblurring	CodeCode Available	1
Generative Flows with Matrix Exponential	Jul 19, 2020	Density Estimation	CodeCode Available	1
Learning Differential Equations that are Easy to Solve	Jul 9, 2020	Density EstimationTime Series	CodeCode Available	1
Sliced Iterative Normalizing Flows	Jul 1, 2020	Density EstimationImage Generation	CodeCode Available	1
Locally Masked Convolution for Autoregressive Models	Jun 22, 2020	Anomaly DetectionDensity Estimation	CodeCode Available	1
Neural Manifold Ordinary Differential Equations	Jun 18, 2020	Density Estimation	CodeCode Available	1
An Empirical Comparison of GANs and Normalizing Flows for Density Estimation	Jun 17, 2020	Density Estimation	CodeCode Available	1
Density Deconvolution with Normalizing Flows	Jun 16, 2020	Density EstimationVariational Inference	CodeCode Available	1
Dissimilarity Mixture Autoencoder for Deep Clustering	Jun 15, 2020	ClusteringDeep Clustering	CodeCode Available	1
NanoFlow: Scalable Normalizing Flows with Sublinear Parameter Complexity	Jun 11, 2020	Density EstimationNormalising Flows	CodeCode Available	1
AR-DAE: Towards Unbiased Neural Entropy Gradient Estimation	Jun 9, 2020	continuous-controlContinuous Control	CodeCode Available	1
Graphical Normalizing Flows	Jun 3, 2020	Density Estimation	CodeCode Available	1
An efficient manifold density estimator for all recommendation systems	Jun 2, 2020	AllDensity Estimation	CodeCode Available	1
OT-Flow: Fast and Accurate Continuous Normalizing Flows via Optimal Transport	May 29, 2020	Density Estimation	CodeCode Available	1
Euclideanizing Flows: Diffeomorphic Reduction for Learning Stable Dynamical Systems	May 27, 2020	Density Estimation	CodeCode Available	1
HOG, LBP and SVM based Traffic Density Estimation at Intersection	May 4, 2020	Density EstimationManagement	CodeCode Available	1
Sum-Product-Transform Networks: Exploiting Symmetries using Invertible Transformations	May 4, 2020	Anomaly DetectionDensity Estimation	CodeCode Available	1
Conditional Variational Image Deraining	Apr 23, 2020	Density EstimationRain Removal	CodeCode Available	1
Roundtrip: A Deep Generative Neural Density Estimator	Apr 20, 2020	BIG-bench Machine LearningDensity Estimation	CodeCode Available	1
Decoupling Global and Local Representations via Invertible Generative Flows	Apr 12, 2020	DecoderDensity Estimation	CodeCode Available	1
Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data Augmentation	Apr 9, 2020	Data AugmentationDensity Estimation	CodeCode Available	1

Show:10 25 50

← PrevPage 6 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