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Dimensionality Reduction

Dimensionality reduction is the task of reducing the dimensionality of a dataset.

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 171–180 of 3304 papers

Title	Date	Tasks	Status	Hype	Score
Detection and Retrieval of Out-of-Distribution Objects in Semantic Segmentation	May 14, 2020	Dimensionality ReductionImage Retrieval	CodeCode Available	1	5
Automatic Recognition of Abdominal Organs in Ultrasound Images based on Deep Neural Networks and K-Nearest-Neighbor Classification	Oct 9, 2021	ClassificationDimensionality Reduction	CodeCode Available	1	5
Autoencoding with a Classifier System	Oct 23, 2019	DecoderDimensionality Reduction	CodeCode Available	1	5
Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors	Jun 27, 2020	ClusteringDimensionality Reduction	CodeCode Available	1	5
Distributional Principal Autoencoders	Apr 21, 2024	DecoderDimensionality Reduction	CodeCode Available	1	5
Bayesian Optimization of Sampling Densities in MRI	Sep 15, 2022	Bayesian OptimizationDimensionality Reduction	CodeCode Available	1	5
BasisVAE: Translation-invariant feature-level clustering with Variational Autoencoders	Mar 6, 2020	ClusteringDecoder	CodeCode Available	1	5
A Hybrid Architecture for Out of Domain Intent Detection and Intent Discovery	Mar 7, 2023	ClusteringDimensionality Reduction	CodeCode Available	1	5
Large-scale optimal transport map estimation using projection pursuit	Jun 9, 2021	Dimensionality Reduction	CodeCode Available	1	5
Generative Locally Linear Embedding	Apr 4, 2021	Dimensionality ReductionVariational Inference	CodeCode Available	1	5

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All datasets MCA EMNIST

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	UDRN	Classification Accuracy	90.9	—	Unverified
2	tSNE	Classification Accuracy	51.5	—	Unverified
3	IVIS	Classification Accuracy	46.6	—	Unverified
4	UMAP	Classification Accuracy	41.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UDRN	Classification Accuracy	71.1	—	Unverified
2	QS	Classification Accuracy	68	—	Unverified