Update README.md
Browse files
README.md
CHANGED
|
@@ -1,4 +1,29 @@
|
|
| 1 |
---
|
| 2 |
base_model:
|
| 3 |
- openai/clip-vit-base-patch16
|
| 4 |
-
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
base_model:
|
| 3 |
- openai/clip-vit-base-patch16
|
| 4 |
+
---
|
| 5 |
+
|
| 6 |
+
# Fine-Tuned ResNet-50 on FERPlus Dataset
|
| 7 |
+
|
| 8 |
+
This model is a fine-tuned version of ViT on the [FERPlus dataset](https://www.kaggle.com/datasets/arnabkumarroy02/ferplus), which is more balanced ferplus dataset as owner claimed.
|
| 9 |
+
|
| 10 |
+
## Model Details
|
| 11 |
+
- **Base Model**: [Clip-ViT-Base-Patch16](https://huggingface.co/openai/clip-vit-base-patch16)
|
| 12 |
+
- **Dataset**: FERPlus, which contains grayscale images of faces labeled with emotion categories.
|
| 13 |
+
- **Task**: Emotion Classification
|
| 14 |
+
- **Accruacy** %82.4
|
| 15 |
+
- **Labels**:
|
| 16 |
+
- 0: Angry
|
| 17 |
+
- 1: Contempt
|
| 18 |
+
- 2: Disgust
|
| 19 |
+
- 3: Fear
|
| 20 |
+
- 4: Happy
|
| 21 |
+
- 5: Neutral
|
| 22 |
+
- 6: Sad
|
| 23 |
+
- 7: Surprise
|
| 24 |
+
|
| 25 |
+
### Training Hyperparameters
|
| 26 |
+
- **Batch Size**: 16
|
| 27 |
+
- **Epochs**: 1
|
| 28 |
+
- **Learning Rate**: 2e-5
|
| 29 |
+
- **Weight Decay**: 0.01
|