Approach | UCF11 | UCF50 | HMDB51 |
---|---|---|---|
Two-Stream CNN [32] | – | – | 59.4 |
Dense HOG/HOF/MBH [20] | – | 81.8 | – |
MIFS [22] | – | 94.4 | 65 |
Motion Dense Sampling [21] | 87.5 | – | – |
DCGP [17] | 90.8 | 90.6 | 50.8 |
PCA, VLAD, SVM [27] | – | – | 31.5 |
Deep Ensemble Machine [33] | – | – | 64.9 |
Fuzzy Descriptors [19] | – | 90.3 | – |
Real-time BCS matching [26] | – | 79.9 | 72.4 |
Proposed approach \(S^*\) (Test 1) | 89.7 | 91.2 | 64.1 |
Proposed approach \(S^*\) (Test 2) | 92.3 | 93.4 | 68.6 |
Proposed approach \(S^*\) (Test 3) | 67.4 | 65.6 | 63.7 |
Proposed approach \(S^{**}\) | 93.4 | 90.1 | 84.3 |