See unbiased-teacher official pages to know the installation procedure.
To see contributes in diff formats.
Most important files.
- trainer.py
- fast_rcnn which contains the BBox IoU classification branch.
The following configuration files have been used to run each experiment:
Table 1 / Figure 3a:
| Row | Beta | AP |
|---|---|---|
| base | 31.027 | |
| 0 | 0.5 | 31.775 |
| 1 | 1 | 31.947 |
| 2 | 2 | 31.754 |
| 3 | 4 | 30.445 |
Table 2 / Figure 3c:
| Row | Model | AP |
|---|---|---|
| 1 | UT | 31.027 |
| 2 | Ours (with filter) | 31.605 |
| 3 | Ours (w/out filter) | 31.509 |
Table 3 / Figure 3d:
| Row | Mu | AP |
|---|---|---|
| 1 | 0.5 | 31.199 |
| 2 | 0.6 | 31.128 |
| 3 | 0.7 | 31.461 |
| 4 | 0.75 | 31.604 |
| 5 | 0.8 | 31.336 |
| 6 | 0.9 | 27.125 |
Table 4:
| Row | Theta | AP |
|---|---|---|
| 0 | 0.3 | 31.404 |
| 1 | 0.4 | 31.630 |
| 2 | 0.5 | 31.604 |
| 3 | 0.6 | 31.158 |
| 4 | 0.7 | 30.649 |
Table 5:
| Row | Lregunsup | xsh | scores | deltas | Model | AP |
|---|---|---|---|---|---|---|
| 1 | model | 31.027 | ||||
| 2 | x | model | 31.947 | |||
| 3 | x | x | model | 31.754 | ||
| 4 | x | x | x | model | 32.166 | |
| 5 | x | x | x | x | model | 31.923 |
| 6 | x | x | x | model | 31.630 |