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Models/TA3N

TA3N

Reported on 16 benchmarks across 2 tasks · 2 papers · 14 SOTA

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

Methodology12 results

Domain AdaptationonEPIC-KITCHENS-100
Average Accuracy· 2019-07-30
39.9
best: 52.6 (TranSVAE)
SOTA
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation arXiv:1907.12743
Domain AdaptationonUCF-HMDB
Accuracy· 2019-07-30
81.38
best: 87.78 (TranSVAE)
SOTA
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation arXiv:1907.12743
Domain AdaptationonJester (Gesture Recognition)
Accuracy· 2019-07-30
55.5
best: 66.1 (TranSVAE)
SOTA
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation arXiv:1907.12743
Domain AdaptationonHMDB-UCF
Accuracy· 2019-07-30
90.54
best: 98.95 (TranSVAE)
SOTA
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation arXiv:1907.12743
Domain AdaptationonHMDB --> UCF (full)
Accuracy· 2019-05-26
81.79
best: 98.95 (TranSVAE)
SOTA
Temporal Attentive Alignment for Video Domain Adaptation arXiv:1905.10861
Domain AdaptationonOlympic-to-HMDBsmall
Accuracy· 2019-05-26
92.92
SOTA
Temporal Attentive Alignment for Video Domain Adaptation arXiv:1905.10861
Domain AdaptationonUCF --> HMDB (full)
Accuracy· 2019-05-26
78.33
best: 95 (UNITE)
SOTA
Temporal Attentive Alignment for Video Domain Adaptation arXiv:1905.10861
Domain AdaptationonHMDBfull-to-UCF
Accuracy· 2019-05-26
81.79
best: 92.5 (UNITE)
SOTA
Temporal Attentive Alignment for Video Domain Adaptation arXiv:1905.10861
Domain AdaptationonHMDBsmall-to-UCF
Accuracy· 2019-05-26
99.47
SOTA
Temporal Attentive Alignment for Video Domain Adaptation arXiv:1905.10861
Domain AdaptationonUCF-to-HMDBfull
Accuracy· 2019-05-26
78.33
best: 95 (UNITE)
SOTA
Temporal Attentive Alignment for Video Domain Adaptation arXiv:1905.10861
Domain AdaptationonUCF-to-Olympic
Accuracy· 2019-05-26
98.15
Temporal Attentive Alignment for Video Domain Adaptation arXiv:1905.10861
Domain AdaptationonUCF-to-HMDBsmall
Accuracy· 2019-05-26
99.33
Temporal Attentive Alignment for Video Domain Adaptation arXiv:1905.10861

Other4 results

Unsupervised Domain AdaptationonEPIC-KITCHENS-100
Average Accuracy· 2019-07-30
39.9
best: 52.6 (TranSVAE)
SOTA
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation arXiv:1907.12743
Unsupervised Domain AdaptationonUCF-HMDB
Accuracy· 2019-07-30
81.38
best: 87.78 (TranSVAE)
SOTA
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation arXiv:1907.12743
Unsupervised Domain AdaptationonJester (Gesture Recognition)
Accuracy· 2019-07-30
55.5
best: 66.1 (TranSVAE)
SOTA
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation arXiv:1907.12743
Unsupervised Domain AdaptationonHMDB-UCF
Accuracy· 2019-07-30
90.54
best: 98.95 (TranSVAE)
SOTA
Temporal Attentive Alignment for Large-Scale Video Domain Adaptation arXiv:1907.12743