Upload models/__init__.py
Browse files- models/__init__.py +21 -0
models/__init__.py
ADDED
|
@@ -0,0 +1,21 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
PriviGaze: Privileged Distillation for Accessible Gaze Estimation
|
| 3 |
+
|
| 4 |
+
Models for gaze estimation using privileged knowledge distillation.
|
| 5 |
+
- Teacher: Siamese network with RGB eye crops + blurred face (privileged info)
|
| 6 |
+
- Student: Ultra-compact CNN with only grayscale face (on-device deployment)
|
| 7 |
+
"""
|
| 8 |
+
|
| 9 |
+
from .teacher import PriviGazeTeacher
|
| 10 |
+
from .student import PriviGazeStudent, count_parameters
|
| 11 |
+
from .distillation_loss import PriviGazeDistillationLoss
|
| 12 |
+
from .dataset import SyntheticGazeDataset, create_dataloaders
|
| 13 |
+
|
| 14 |
+
__all__ = [
|
| 15 |
+
'PriviGazeTeacher',
|
| 16 |
+
'PriviGazeStudent',
|
| 17 |
+
'count_parameters',
|
| 18 |
+
'PriviGazeDistillationLoss',
|
| 19 |
+
'SyntheticGazeDataset',
|
| 20 |
+
'create_dataloaders',
|
| 21 |
+
]
|