Image Classification on VTAB v2 (test)
70.4Mean AccuracyVIVI-Ex(4)-Co(100%)-Big
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VIVI-Ex(4)-Co(100%)-BigProtocol=fine-tuning, Size=Big2019.12 | 70.4 | 72.2 | 83.7 | 62.3 | |
| VIVI-Ex(4)-Co(100%)-BigFrames=4, Selection=Fine-tuning median of three, Architecture=Big, Labeled Data Percentage=100%2019.12 | 70.4 | 72.2 | 83.7 | 62.3 | |
| VIVI-Ex(4)-Co(100%)Protocol=fine-tuning2019.12 | 69.2 | 70.1 | 83.2 | 61.3 | |
| VIVI-Ex(4)-Co(100%)Frames=4, Selection=Fine-tuning median of three, Labeled Data Percentage=100%2019.12 | 69.2 | 70.1 | 83.2 | 61.3 | |
| Sup-Rot-100%Protocol=fine-tuning2019.12 | 67.5 | 73.1 | 83.2 | 54.8 | |
| Sup-Rot-100%Selection=Fine-tuning median of three, Labeled Data Percentage=100%2019.12 | 67.5 | 73.1 | 83.2 | 54.8 | |
| VIVI-Ex(4)-Co(10%)Protocol=fine-tuning2019.12 | 66.3 | 63.1 | 82.4 | 61.1 | |
| VIVI-Ex(4)-Co(10%)Frames=4, Selection=Fine-tuning median of three, Labeled Data Percentage=10%2019.12 | 66.3 | 63.1 | 82.4 | 61.1 | |
| Sup-100%Protocol=fine-tuning2019.12 | 65.6 | 72.6 | 82.2 | 51.1 | |
| Sup-100%Selection=Fine-tuning median of three, Labeled Data Percentage=100%2019.12 | 65.6 | 72.6 | 82.2 | 51.1 | |
| Semi-Ex-10%Protocol=fine-tuning2019.12 | 63.9 | 69.3 | 80.3 | 50.9 | |
| Semi-Ex-10%Selection=Fine-tuning median of three, Labeled Data Percentage=10%2019.12 | 63.9 | 69.3 | 80.3 | 50.9 | |
| VIVI-Ex(4)-Big-AAFrames=4, Selection=Fine-tuning median of three, Architecture=Big, AutoAugment=True2019.12 | 63.5 | 58.2 | 81.5 | 59 | |
| VIVI-Ex(4)-BigProtocol=fine-tuning, Size=Big2019.12 | 61.9 | 56.9 | 80.6 | 57.1 | |
| VIVI-Ex(4)-BigFrames=4, Selection=Fine-tuning median of three, Architecture=Big2019.12 | 61.9 | 56.9 | 80.6 | 57.1 | |
| Ex-YT-F-AASelection=Fine-tuning median of three, AutoAugment=True2019.12 | 61.9 | 56.1 | 81.7 | 57.2 | |
| VIVI-Ex(4)-AAFrames=4, Selection=Fine-tuning median of three, AutoAugment=True2019.12 | 61.7 | 56.3 | 80.9 | 57 | |
| Sup-10%Selection=Fine-tuning median of three, Labeled Data Percentage=10%2019.12 | 61.6 | 65.9 | 80.2 | 48.5 | |
| Ex-YT-S-AASelection=Fine-tuning median of three, AutoAugment=True2019.12 | 61.5 | 56.1 | 81.7 | 56 | |
| VIVI-Ex(2)Protocol=fine-tuning2019.12 | 61.4 | 55.3 | 79.9 | 57.5 | |
| VIVI-Ex(2)Frames=2, Selection=Fine-tuning median of three2019.12 | 61.4 | 55.3 | 79.9 | 57.5 | |
| VIVI-Ex(4)Protocol=fine-tuning2019.12 | 61 | 55.6 | 79.7 | 56.4 | |
| VIVI-Ex(4)Frames=4, Selection=Fine-tuning median of three2019.12 | 61 | 55.6 | 79.7 | 56.4 | |
| VIVI-Ex(2)-TimeArrowFrames=2, Selection=Fine-tuning median of three2019.12 | 60.7 | 55.2 | 80.6 | 55.5 | |
| Ex-YT-SSelection=Fine-tuning median of three2019.12 | 60.2 | 54.8 | 81.3 | 54.3 | |
| Rot-ImageNetSelection=Fine-tuning median of three2019.12 | 59.6 | 53.8 | 77.2 | 56 | |
| Ex-ImageNetProtocol=fine-tuning2019.12 | 59.2 | 52.9 | 80.9 | 53.8 | |
| Ex-ImageNetSelection=Fine-tuning median of three2019.12 | 59.2 | 52.9 | 80.9 | 53.8 | |
| MT-SSLSelection=Fine-tuning median of three2019.12 | 59.2 | 51.9 | 78.9 | 55.8 | |
| BigBiGANSelection=Fine-tuning median of three2019.12 | 59.1 | 56.6 | 79.1 | 51.3 | |
| Ex-YT-FSelection=Fine-tuning median of three2019.12 | 58.1 | 49.4 | 79.5 | 54.9 | |
| Rot-YT-F-AASelection=Fine-tuning median of three, AutoAugment=True2019.12 | 57.7 | 48.5 | 77.8 | 55.7 | |
| VIVI-Rot(2)Frames=2, Selection=Fine-tuning median of three2019.12 | 57.6 | 49.7 | 78.6 | 54.1 | |
| VIVI-Rot(4)Frames=4, Selection=Fine-tuning median of three2019.12 | 56.7 | 47.7 | 78.4 | 53.7 | |
| Rot-YT-FSelection=Fine-tuning median of three2019.12 | 55.6 | 44.9 | 76.1 | 54.8 | |
| JigsawSelection=Fine-tuning median of three2019.12 | 51.1 | 42.5 | 75.6 | 46.4 | |
| Rel.Pat.LocSelection=Fine-tuning median of three2019.12 | 50.8 | 45 | 73 | 44.8 | |
| MSSelection=Fine-tuning median of three2019.12 | 47.1 | 34.2 | 68.4 | 47.9 | |
| TISelection=Fine-tuning median of three2019.12 | 44.2 | 35 | 61.8 | 43.3 |