Dense anticipation mean over classes on 50salads (test)
25.5Mean Error (10%)CNN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CNNInput Type=Features (Fisher), Observation %=20%2020.06 | 25.5 | 19.9 | 18.2 | 15.1 | |
| Temporal Aggregate Representations (ours)Input Type=Features (Fisher), Observation %=20%2020.06 | 29.1 | 20.1 | 17.5 | 10.9 | |
| CNNInput Type=Labels (Fisher + [29]), Observation %=20%2020.06 | 29.1 | 20.1 | 17.5 | 10.9 | |
| CNNInput Type=Labels (Fisher + [29]), Observation %=30%2020.06 | 30 | 18.1 | 17.1 | 12.2 | |
| RNNInput Type=Labels (Fisher + [29]), Observation %=20%2020.06 | 30.1 | 25.4 | 18.7 | 13.5 | |
| CNNInput Type=Features (Fisher), Observation %=30%2020.06 | 30.6 | 22.5 | 19.1 | 11.2 | |
| RNNInput Type=Labels (Fisher + [29]), Observation %=30%2020.06 | 30.8 | 17.2 | 14.8 | 9.8 | |
| Temporal Aggregate Representations (ours)Input Type=Labels (Fisher + [29]), Observation %=30%2020.06 | 32.3 | 25.5 | 22.7 | 17.1 | |
| Temporal Aggregate Representations (ours)Input Type=Features (Fisher), Observation %=30%2020.06 | 32.5 | 27.6 | 21.3 | 16 | |
| KeInput Type=Labels (Fisher + [29]), Observation %=20%2020.06 | 32.5 | 27.6 | 21.3 | 16 | |
| Temporal Aggregate Representations (ours)Input Type=Labels (Fisher + [29]), Observation %=20%2020.06 | 32.7 | 26.3 | 21.9 | 15.6 | |
| Temporal Aggregate Representations (ours)Input Type=Concatenate Features (Fisher) and Labels (Fisher + [29]), Observation %=30%2020.06 | 34.5 | 26.1 | 19 | 15.5 | |
| Temporal Aggregate Representations (ours)Input Type=Concatenate Features (Fisher) and Labels (Fisher + [29]), Observation %=20%2020.06 | 34.7 | 25.9 | 23.7 | 15.7 | |
| KeInput Type=Labels (Fisher + [29]), Observation %=30%2020.06 | 35.1 | 27.1 | 22.1 | 15.6 | |
| CNNInput Type=Labels (GT), Observation %=20%2020.06 | 36.1 | 27.6 | 21.4 | 15.5 | |
| CNNInput Type=Labels (GT), Observation %=30%2020.06 | 37.4 | 24.8 | 20.8 | 14.1 | |
| RNNInput Type=Labels (GT), Observation %=20%2020.06 | 42.3 | 31.2 | 25.2 | 16.8 | |
| RNNInput Type=Labels (GT), Observation %=30%2020.06 | 44.2 | 29.5 | 20 | 10.4 | |
| Temporal Aggregate Representations (ours)Input Type=Labels (GT), Observation %=30%2020.06 | 44.8 | 32.7 | 23.5 | 15.3 | |
| KeInput Type=Labels (GT), Observation %=20%2020.06 | 45.1 | 33.2 | 27.6 | 17.3 | |
| KeInput Type=Labels (GT), Observation %=30%2020.06 | 46.4 | 34.8 | 25.2 | 13.8 | |
| Temporal Aggregate Representations (ours)Input Type=Labels (GT), Observation %=20%2020.06 | 47.2 | 34.6 | 30.5 | 19.1 |