PR0G3T commited on
Commit
a29c784
·
verified ·
1 Parent(s): fc1e71b

Upload folder using huggingface_hub

Browse files
Files changed (4) hide show
  1. README.md +39 -0
  2. config.json +35 -0
  3. model.safetensors +3 -0
  4. preprocessor_config.json +23 -0
README.md ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ tags:
4
+ - vision
5
+ - image-classification
6
+ datasets:
7
+ - AI-Lab-Makerere/beans
8
+ metrics:
9
+ - accuracy
10
+ model-index:
11
+ - name: vit-beans-finetuned
12
+ results:
13
+ - task:
14
+ type: image-classification
15
+ name: Image Classification
16
+ dataset:
17
+ name: Beans
18
+ type: AI-Lab-Makerere/beans
19
+ metrics:
20
+ - name: Accuracy
21
+ type: accuracy
22
+ value: 0.95
23
+ ---
24
+ # vit-beans-finetuned
25
+
26
+ Fine-tuned ViT-Base on the Beans dataset.
27
+
28
+ ## Usage
29
+
30
+ ```python
31
+ from transformers import pipeline
32
+ clf = pipeline('image-classification', model='PR0G3T/vit-beans-finetuned')
33
+ ```
34
+
35
+ ## Training
36
+ Trained for 1 epoch, batch 16, lr 5e-5, optimizer AdamW.
37
+
38
+ ## Limitations
39
+ Model specific to bean-leaf images.
config.json ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "architectures": [
3
+ "ViTForImageClassification"
4
+ ],
5
+ "attention_probs_dropout_prob": 0.0,
6
+ "encoder_stride": 16,
7
+ "hidden_act": "gelu",
8
+ "hidden_dropout_prob": 0.0,
9
+ "hidden_size": 768,
10
+ "id2label": {
11
+ "0": "angular_leaf_spot",
12
+ "1": "bean_rust",
13
+ "2": "healthy"
14
+ },
15
+ "image_size": 224,
16
+ "initializer_range": 0.02,
17
+ "intermediate_size": 3072,
18
+ "label2id": {
19
+ "angular_leaf_spot": 0,
20
+ "bean_rust": 1,
21
+ "healthy": 2
22
+ },
23
+ "layer_norm_eps": 1e-12,
24
+ "model_type": "vit",
25
+ "num_attention_heads": 12,
26
+ "num_channels": 3,
27
+ "num_hidden_layers": 12,
28
+ "patch_size": 16,
29
+ "pooler_act": "tanh",
30
+ "pooler_output_size": 768,
31
+ "problem_type": "single_label_classification",
32
+ "qkv_bias": true,
33
+ "torch_dtype": "float32",
34
+ "transformers_version": "4.52.3"
35
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:93dfeae1abf070af4b83db9a708fbe543a112ffcf6e868ae0908141a6d3fd995
3
+ size 343227052
preprocessor_config.json ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "do_convert_rgb": null,
3
+ "do_normalize": true,
4
+ "do_rescale": true,
5
+ "do_resize": true,
6
+ "image_mean": [
7
+ 0.5,
8
+ 0.5,
9
+ 0.5
10
+ ],
11
+ "image_processor_type": "ViTImageProcessor",
12
+ "image_std": [
13
+ 0.5,
14
+ 0.5,
15
+ 0.5
16
+ ],
17
+ "resample": 2,
18
+ "rescale_factor": 0.00392156862745098,
19
+ "size": {
20
+ "height": 224,
21
+ "width": 224
22
+ }
23
+ }