vuongnhathien
commited on
Commit
•
8260fe3
1
Parent(s):
f21df95
Model save
Browse files
README.md
CHANGED
@@ -1,14 +1,28 @@
|
|
1 |
---
|
2 |
license: apache-2.0
|
3 |
-
base_model: facebook/convnextv2-
|
4 |
tags:
|
5 |
-
- image-classification
|
6 |
- generated_from_trainer
|
7 |
datasets:
|
8 |
- imagefolder
|
|
|
|
|
9 |
model-index:
|
10 |
- name: ConvnextV2-base
|
11 |
-
results:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
12 |
---
|
13 |
|
14 |
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
@@ -16,7 +30,10 @@ should probably proofread and complete it, then remove this comment. -->
|
|
16 |
|
17 |
# ConvnextV2-base
|
18 |
|
19 |
-
This model is a fine-tuned version of [facebook/convnextv2-
|
|
|
|
|
|
|
20 |
|
21 |
## Model description
|
22 |
|
@@ -37,12 +54,28 @@ More information needed
|
|
37 |
The following hyperparameters were used during training:
|
38 |
- learning_rate: 0.0003
|
39 |
- train_batch_size: 32
|
40 |
-
- eval_batch_size:
|
41 |
- seed: 42
|
42 |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
43 |
- lr_scheduler_type: linear
|
44 |
- num_epochs: 10
|
45 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
46 |
### Framework versions
|
47 |
|
48 |
- Transformers 4.39.3
|
|
|
1 |
---
|
2 |
license: apache-2.0
|
3 |
+
base_model: facebook/convnextv2-tiny-22k-384
|
4 |
tags:
|
|
|
5 |
- generated_from_trainer
|
6 |
datasets:
|
7 |
- imagefolder
|
8 |
+
metrics:
|
9 |
+
- accuracy
|
10 |
model-index:
|
11 |
- name: ConvnextV2-base
|
12 |
+
results:
|
13 |
+
- task:
|
14 |
+
name: Image Classification
|
15 |
+
type: image-classification
|
16 |
+
dataset:
|
17 |
+
name: imagefolder
|
18 |
+
type: imagefolder
|
19 |
+
config: default
|
20 |
+
split: validation
|
21 |
+
args: default
|
22 |
+
metrics:
|
23 |
+
- name: Accuracy
|
24 |
+
type: accuracy
|
25 |
+
value: 0.9192460317460317
|
26 |
---
|
27 |
|
28 |
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
|
|
30 |
|
31 |
# ConvnextV2-base
|
32 |
|
33 |
+
This model is a fine-tuned version of [facebook/convnextv2-tiny-22k-384](https://huggingface.co/facebook/convnextv2-tiny-22k-384) on the imagefolder dataset.
|
34 |
+
It achieves the following results on the evaluation set:
|
35 |
+
- Loss: 0.4650
|
36 |
+
- Accuracy: 0.9192
|
37 |
|
38 |
## Model description
|
39 |
|
|
|
54 |
The following hyperparameters were used during training:
|
55 |
- learning_rate: 0.0003
|
56 |
- train_batch_size: 32
|
57 |
+
- eval_batch_size: 16
|
58 |
- seed: 42
|
59 |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
60 |
- lr_scheduler_type: linear
|
61 |
- num_epochs: 10
|
62 |
|
63 |
+
### Training results
|
64 |
+
|
65 |
+
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|
66 |
+
|:-------------:|:-----:|:----:|:---------------:|:--------:|
|
67 |
+
| 0.5453 | 1.0 | 550 | 0.5385 | 0.8465 |
|
68 |
+
| 0.3201 | 2.0 | 1100 | 0.5494 | 0.8465 |
|
69 |
+
| 0.1818 | 3.0 | 1650 | 0.4973 | 0.8732 |
|
70 |
+
| 0.0974 | 4.0 | 2200 | 0.5644 | 0.8652 |
|
71 |
+
| 0.059 | 5.0 | 2750 | 0.5624 | 0.8891 |
|
72 |
+
| 0.0371 | 6.0 | 3300 | 0.6428 | 0.8755 |
|
73 |
+
| 0.0118 | 7.0 | 3850 | 0.5426 | 0.9026 |
|
74 |
+
| 0.0169 | 8.0 | 4400 | 0.4927 | 0.9161 |
|
75 |
+
| 0.0103 | 9.0 | 4950 | 0.5011 | 0.9105 |
|
76 |
+
| 0.0017 | 10.0 | 5500 | 0.4820 | 0.9165 |
|
77 |
+
|
78 |
+
|
79 |
### Framework versions
|
80 |
|
81 |
- Transformers 4.39.3
|
runs/May21_07-05-08_4c3fb2c5458c/events.out.tfevents.1716286429.4c3fb2c5458c.25.1
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:df754283b865a15a226272a929746b57975eb1840dcab7845cadd2d3b40ea04e
|
3 |
+
size 411
|