Sketch Recognition on QuickDraw (test)
65.6Top-1 AccOurs
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Oursrepresentation=Image Space, training_data_percentage=10%2021.03 | 65.6 | 85.2 | |
| Oursrepresentation=Vector Space, training_data_percentage=10%2021.03 | 63.2 | 83.9 | |
| BYOLrepresentation=Image Space, training_data_percentage=10%2021.03 | 62.7 | 84.1 | |
| Sketch-BERTrepresentation=Vector Space, training_data_percentage=10%2021.03 | 62.4 | 81.7 | |
| MoCorepresentation=Image Space, training_data_percentage=10%2021.03 | 62.2 | 83.7 | |
| SimCLRrepresentation=Image Space, training_data_percentage=10%2021.03 | 62.1 | 83.6 | |
| CMCrepresentation=Image Space, training_data_percentage=10%2021.03 | 61.7 | 82.7 | |
| CMCrepresentation=Vector Space, training_data_percentage=10%2021.03 | 61.7 | 81.6 | |
| CPCrepresentation=Vector Space, training_data_percentage=10%2021.03 | 61.6 | 81.7 | |
| CPCrepresentation=Image Space, training_data_percentage=10%2021.03 | 60.7 | 81.9 | |
| Rotationrepresentation=Image Space, training_data_percentage=10%2021.03 | 59.6 | 80.7 | |
| Jigsawrepresentation=Image Space, training_data_percentage=10%2021.03 | 57.4 | 80.3 | |
| Contextrepresentation=Image Space, training_data_percentage=10%2021.03 | 56.8 | 80.5 | |
| Supervisedrepresentation=Image Space, training_data_percentage=10%2021.03 | 55.4 | 79 | |
| Deep Clusterrepresentation=Image Space, training_data_percentage=10%2021.03 | 54.7 | 79.2 | |
| Oursrepresentation=Image Space, training_data_percentage=1%2021.03 | 51.2 | 76.4 | |
| BYOLrepresentation=Image Space, training_data_percentage=1%2021.03 | 47.3 | 72 | |
| Oursrepresentation=Vector Space, training_data_percentage=1%2021.03 | 46.8 | 70.9 | |
| SimCLRrepresentation=Image Space, training_data_percentage=1%2021.03 | 46.1 | 70.5 | |
| MoCorepresentation=Image Space, training_data_percentage=1%2021.03 | 46 | 70.5 | |
| Auto-Encoderrepresentation=Image Space, training_data_percentage=10%2021.03 | 45.1 | 70.6 | |
| Sketch-BERTrepresentation=Vector Space, training_data_percentage=1%2021.03 | 45.1 | 69.8 | |
| CMCrepresentation=Image Space, training_data_percentage=1%2021.03 | 44.6 | 68.2 | |
| CMCrepresentation=Vector Space, training_data_percentage=1%2021.03 | 44.6 | 68.4 | |
| Supervisedrepresentation=Vector Space, training_data_percentage=10%2021.03 | 43.9 | 65.9 | |
| CPCrepresentation=Vector Space, training_data_percentage=1%2021.03 | 43.5 | 67.7 | |
| CPCrepresentation=Image Space, training_data_percentage=1%2021.03 | 40.6 | 65.7 | |
| Rotationrepresentation=Image Space, training_data_percentage=1%2021.03 | 38.8 | 59.1 | |
| Jigsawrepresentation=Image Space, training_data_percentage=1%2021.03 | 36.5 | 57.4 | |
| Contextrepresentation=Image Space, training_data_percentage=1%2021.03 | 33.9 | 55.8 | |
| Deep Clusterrepresentation=Image Space, training_data_percentage=1%2021.03 | 32.2 | 54.5 | |
| Supervisedrepresentation=Image Space, training_data_percentage=1%2021.03 | 25.1 | 47.3 | |
| Auto-Encoderrepresentation=Image Space, training_data_percentage=1%2021.03 | 21.5 | 40.7 | |
| Supervisedrepresentation=Vector Space, training_data_percentage=1%2021.03 | 17.3 | 37.5 |