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Models/DBN

DBN

Reported on 11 benchmarks across 7 tasks · 2 papers · 3 SOTA

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

Natural Language Processing3 results

Intrusion DetectiononCICIDS2017
Avg F1· 2022-07-05
0.94
best: 0.9875 (OC-SVM / RF)
SOTA
An Intrusion Detection System based on Deep Belief Networks arXiv:2207.02117
Intrusion DetectiononCICIDS2017
Precision· 2022-07-05
88.7
best: 99.26 (OC-SVM / RF)
SOTA
An Intrusion Detection System based on Deep Belief Networks arXiv:2207.02117
Intrusion DetectiononCICIDS2017
Recall· 2022-07-05
99.7
SOTA
An Intrusion Detection System based on Deep Belief Networks arXiv:2207.02117

Computer Vision3 results

Image ClassificationonSAT-4
Accuracy· 2015-09-11
81.78
best: 99.9 (DeepSat V2)
DeepSat - A Learning framework for Satellite Imagery arXiv:1509.03602
Image ClassificationonSAT-6
Accuracy· 2015-09-11
76.47
best: 99.84 (DeepSat V2)
DeepSat - A Learning framework for Satellite Imagery arXiv:1509.03602
DeblurringonBeam-Splitter Deblurring (BSD)
PSNR
31.21
best: 33.58 (Turtle)

Methodology3 results

Electroencephalogram (EEG)on　SEED
Accuracy
86.08
Electroencephalogram (EEG)onSEED-IV
Accuracy
66.77
best: 74.35 (BiHDM)
2D ClassificationonBeam-Splitter Deblurring (BSD)
PSNR
31.21
best: 33.58 (Turtle)

Audio1 result

10-shot image generationonBeam-Splitter Deblurring (BSD)
PSNR
31.21
best: 33.58 (Turtle)

Computer Code1 result

Blind Image DeblurringonBeam-Splitter Deblurring (BSD)
PSNR
31.21
best: 33.58 (Turtle)