Video Classification on YT-12M
52.3Hit Rate@1LSTM
Evaluation Results
| Method | Links | |
|---|---|---|
| LSTMFeatures=IM+TM2015.05 | 52.3 | |
| MiCRObEFeatures=IM+TM, Mixture of Experts=1 mix, Negative Mining=Hard Negs.2015.05 | 50.1 | |
| MiCRObEFeatures=IM+TM, Mixture of Experts=5 mix, Negative Mining=Hard Negs.2015.05 | 49.5 | |
| LogitFeatures=IM+TM, Negative Mining=Hard Negs.2015.05 | 49.3 | |
| MiCRObEFeatures=TM, Mixture of Experts=1 mix, Negative Mining=Hard Negs.2015.05 | 47.3 | |
| MiCRObEFeatures=TM, Mixture of Experts=5 mix, Negative Mining=Hard Negs.2015.05 | 47.3 | |
| LSTMFeatures=TM2015.05 | 45.7 | |
| LSTMFeatures=IM2015.05 | 44.4 | |
| MiCRObEFeatures=IM+TM, Mixture=1, Negatives=Hard2015.05 | 43.9 | |
| MiCRObEFeatures=IM+TM, Mixture=5, Negatives=Hard2015.05 | 43.8 | |
| LogitFeatures=IM+TM, Negatives=Hard2015.05 | 42.5 | |
| MiCRObEFeatures=TM, Mixture=5, Negatives=Hard2015.05 | 41 | |
| MiCRObEFeatures=TM, Mixture=1, Negatives=Hard2015.05 | 40.6 | |
| LogitFeatures=IM+TM, Negatives=Random2015.05 | 40.6 | |
| LogitFeatures=TM, Negatives=Hard2015.05 | 39.8 | |
| MiCRObEFeatures=IM, Mixture of Experts=5 mix, Negative Mining=Hard Negs.2015.05 | 36.6 | |
| MiCRObEFeatures=IM, Mixture of Experts=1 mix, Negative Mining=Hard Negs.2015.05 | 36.2 | |
| MaxCalFeatures=IM+TM2015.05 | 33 | |
| MiCRObEFeatures=IM, Mixture=5, Negatives=Hard2015.05 | 32.4 | |
| MiCRObEFeatures=IM, Mixture=1, Negatives=Hard2015.05 | 31.3 | |
| LogitFeatures=TM, Negatives=Random2015.05 | 31 | |
| LogitFeatures=IM, Negatives=Hard2015.05 | 29.2 | |
| MaxCalFeatures=IM+TM2015.05 | 29 | |
| MaxCalFeatures=TM2015.05 | 28 | |
| MaxCalFeatures=TM2015.05 | 28 | |
| LogitFeatures=IM, Negatives=Random2015.05 | 27 | |
| MaxCalFeatures=IM2015.05 | 20 | |
| MaxCalFeatures=IM2015.05 | 20 | |
| SelfFeatures=TM2015.05 | 19 | |
| SelfFeatures=IM+TM2015.05 | 7 | |
| SelfFeatures=IM2015.05 | 4 |