Video Classification on YouTube-8M 2017 (val)
81.1GAPTeacher-Skyline
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Teacher-Skylineframes=all2019.02 | 81.1 | 41.4 | |
| Teacher-Student (Parallel)Training=Parallel, Student-Loss=Lrep, Lpred, LCE, k=302019.02 | 80.6 | 40.4 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lrep, Lpred, LCE, k=302019.02 | 80.6 | 40.5 | |
| Teacher-Student (Parallel)Training=Parallel, Student-Loss=Lrep, LCE, k=302019.02 | 80.4 | 39.6 | |
| Teacher-Student (Parallel)Training=Parallel, Student-Loss=Lrep, k=302019.02 | 80.3 | 39.2 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lrep, LCE, k=302019.02 | 80.3 | 39.9 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lrep, k=302019.02 | 80.2 | 39.4 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lpred, LCE, k=302019.02 | 79.9 | 39.1 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lpred, k=302019.02 | 79.8 | 39 | |
| Uniform-kk=30, sampling_strategy=equally spaced2019.02 | 79.5 | 37.8 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lrep, Lpred, LCE, k=152019.02 | 78.9 | 37.5 | |
| Uniform-kk=20, sampling_strategy=equally spaced2019.02 | 78.5 | 36.3 | |
| Uniform-kk=15, sampling_strategy=equally spaced2019.02 | 77.7 | 35 | |
| Random-kk=30, sampling_strategy=random2019.02 | 77.4 | 33.9 | |
| Random-kk=20, sampling_strategy=random2019.02 | 76.3 | 32.9 | |
| Uniform-kk=10, sampling_strategy=equally spaced2019.02 | 75.9 | 32.4 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lrep, Lpred, LCE, k=62019.02 | 73.1 | 29.7 | |
| Teacher-Student (Parallel)Training=Parallel, Student-Loss=Lrep, Lpred, LCE, k=62019.02 | 72.9 | 29.2 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lrep, LCE, k=62019.02 | 72.8 | 29.1 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lrep, k=62019.02 | 72.7 | 28.8 | |
| Teacher-Student (Parallel)Training=Parallel, Student-Loss=Lrep, LCE, k=62019.02 | 72.6 | 28.5 | |
| Teacher-Student (Parallel)Training=Parallel, Student-Loss=Lrep, k=62019.02 | 72.4 | 28 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lpred, LCE, k=62019.02 | 72.4 | 28.9 | |
| Teacher-Student (Serial)Training=Serial, Student-Loss=Lpred, k=62019.02 | 72.2 | 28.7 | |
| First-Middle-Last-kk=30, sampling_strategy=distributed segments2019.02 | 72.1 | 28.7 | |
| Random-kk=15, sampling_strategy=random2019.02 | 71.7 | 26.8 | |
| Uniform-kk=6, sampling_strategy=equally spaced2019.02 | 71.5 | 26.6 | |
| Random-kk=10, sampling_strategy=random2019.02 | 68.1 | 25.4 | |
| Random-kk=6, sampling_strategy=random2019.02 | 67.9 | 24.6 | |
| First-kk=30, sampling_strategy=first k frames2019.02 | 67.6 | 25.8 | |
| Middle-kk=30, sampling_strategy=middle k frames2019.02 | 66.5 | 25 | |
| First-Middle-Last-kk=6, sampling_strategy=distributed segments2019.02 | 64 | 21.5 | |
| Middle-kk=6, sampling_strategy=middle k frames2019.02 | 57.7 | 17.8 | |
| First-kk=6, sampling_strategy=first k frames2019.02 | 47.8 | 13.3 | |
| Last-kk=30, sampling_strategy=last k frames2019.02 | 31.7 | 9.4 | |
| Last-kk=6, sampling_strategy=last k frames2019.02 | 25.5 | 6.2 |