VDSH

Reported on 3 benchmarks across 2 tasks · 2 papers · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology4 results

Retrievalon20 Newsgroups
Precision@100· 2017-08-11
0.4354
best: 0.441 (B-VAE)
SOTA
Variational Deep Semantic Hashing for Text Documents arXiv:1708.03436
RetrievalonReuters-21578
Precision@100· 2017-08-11
0.7753
SOTA
Variational Deep Semantic Hashing for Text Documents arXiv:1708.03436
Retrievalon20 Newsgroups
Precision@100· uses extra data
0.319
best: 0.441 (B-VAE)
RetrievalonReuters-21578
Precision@100
0.556
best: 0.7753

Computer Vision1 result

Supervised Image RetrievalonCIFAR-10
Precision@100· 2020-07-17
0.867
best: 0.91 (SSB-VAE)
Self-Supervised Bernoulli Autoencoders for Semi-Supervised Hashing arXiv:2007.08799