edadaltocg
commited on
Commit
•
0c27122
1
Parent(s):
6dc0737
Upload README.md with huggingface_hub
Browse files
README.md
ADDED
@@ -0,0 +1,87 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
language: en
|
3 |
+
license: mit
|
4 |
+
library_name: timm
|
5 |
+
tags:
|
6 |
+
- image-classification
|
7 |
+
- densenet121
|
8 |
+
- cifar100
|
9 |
+
datasets: cifar100
|
10 |
+
metrics:
|
11 |
+
- accuracy
|
12 |
+
model-index:
|
13 |
+
- name: densenet121_cifar100
|
14 |
+
results:
|
15 |
+
- task:
|
16 |
+
type: image-classification
|
17 |
+
dataset:
|
18 |
+
name: CIFAR-100
|
19 |
+
type: cifar100
|
20 |
+
metrics:
|
21 |
+
- type: accuracy
|
22 |
+
value: 0.7619
|
23 |
+
---
|
24 |
+
|
25 |
+
# Model Card for Model ID
|
26 |
+
|
27 |
+
This model is a small densenet121 trained on cifar100.
|
28 |
+
|
29 |
+
- **Test Accuracy:** 0.7619
|
30 |
+
- **License:** MIT
|
31 |
+
|
32 |
+
## How to Get Started with the Model
|
33 |
+
|
34 |
+
Use the code below to get started with the model.
|
35 |
+
|
36 |
+
```python
|
37 |
+
import detectors
|
38 |
+
import timm
|
39 |
+
|
40 |
+
model = timm.create_model("densenet121_cifar100", pretrained=True)
|
41 |
+
```
|
42 |
+
|
43 |
+
## Training Data
|
44 |
+
|
45 |
+
Training data is cifar100.
|
46 |
+
|
47 |
+
## Training Hyperparameters
|
48 |
+
|
49 |
+
|
50 |
+
- **config**: `scripts/train_configs/cifar100.json`
|
51 |
+
|
52 |
+
- **model**: `densenet121_cifar100`
|
53 |
+
|
54 |
+
- **dataset**: `cifar100`
|
55 |
+
|
56 |
+
- **batch_size**: `128`
|
57 |
+
|
58 |
+
- **epochs**: `300`
|
59 |
+
|
60 |
+
- **validation_frequency**: `5`
|
61 |
+
|
62 |
+
- **seed**: `1`
|
63 |
+
|
64 |
+
- **criterion**: `CrossEntropyLoss`
|
65 |
+
|
66 |
+
- **criterion_kwargs**: `{}`
|
67 |
+
|
68 |
+
- **optimizer**: `SGD`
|
69 |
+
|
70 |
+
- **lr**: `0.1`
|
71 |
+
|
72 |
+
- **optimizer_kwargs**: `{'momentum': 0.9, 'weight_decay': 0.0005}`
|
73 |
+
|
74 |
+
- **scheduler**: `CosineAnnealingLR`
|
75 |
+
|
76 |
+
- **scheduler_kwargs**: `{'T_max': 280}`
|
77 |
+
|
78 |
+
- **debug**: `False`
|
79 |
+
|
80 |
+
|
81 |
+
## Testing Data
|
82 |
+
|
83 |
+
Testing data is cifar100.
|
84 |
+
|
85 |
+
---
|
86 |
+
|
87 |
+
This model card was created by Eduardo Dadalto.
|