File size: 6,342 Bytes
7c3cb68
 
 
 
 
 
 
d41b82c
 
88472f8
 
 
 
 
 
 
727611f
7c3cb68
 
 
 
 
d41b82c
7c3cb68
 
 
 
 
d41b82c
7c3cb68
d41b82c
ce033b1
 
 
 
 
 
 
 
 
d41b82c
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
 
ce033b1
d41b82c
ce033b1
d41b82c
7c3cb68
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
---
license: apache-2.0
tags:
- image-classification
- generated_from_trainer
datasets:
- beans
metrics:
- accuracy
widget:
- src: https://huggingface.co/nateraw/vit-base-beans/resolve/main/healthy.jpeg
  example_title: Healthy
- src: https://huggingface.co/nateraw/vit-base-beans/resolve/main/angular_leaf_spot.jpeg
  example_title: Angular Leaf Spot
- src: https://huggingface.co/nateraw/vit-base-beans/resolve/main/bean_rust.jpeg
  example_title: Bean Rust
base_model: google/vit-base-patch16-224-in21k
model-index:
- name: vit-base-beans
  results:
  - task:
      type: image-classification
      name: Image Classification
    dataset:
      name: beans
      type: beans
      args: default
    metrics:
    - type: accuracy
      value: 0.9849624060150376
      name: Accuracy
  - task:
      type: image-classification
      name: Image Classification
    dataset:
      name: beans
      type: beans
      config: default
      split: test
    metrics:
    - type: accuracy
      value: 0.96875
      name: Accuracy
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNWUwN2EwMjAxZTBhMjU4NzNiMjdkOGYwOWQwNWIzYzdiMjAwMWIyOWQ3OGI0MmM3NTRlODBiMGM1NzU1NWNmNCIsInZlcnNpb24iOjF9.Smb7uDp0Qs8z47_ycR-ip_GrUXeP-7gpqOsExVr3mLzBshzfUutrHPMQyZRtmo9kTQSoFgO4oirzd3sPDmJzCg
    - type: precision
      value: 0.9716312056737588
      name: Precision Macro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTBjYWM2NDYzMGUwNzI0NDVmMGJhMjEzYzhlYzQwNWY0MjE1NjMzNTY0YTBkOGQ4ZmM3MzdhNTc5NDdlNzVmNSIsInZlcnNpb24iOjF9.Ts_EkO4sRgKU_Y8WxEZ6Hrf8ivI1DO4nANNW7iNfjzJrK6ZPgU-hc8VO4PXg7EXVwnOiMcgdqxdzKNi0wZgvDg
    - type: precision
      value: 0.96875
      name: Precision Micro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTMwNGEyODA1NmEzOWE2M2U1M2M0MTg3MTU2NTVmODcxNGY1ZmFiZWIwMDJkZDEzNTRkNmNjOWNjYzllZDhjNyIsInZlcnNpb24iOjF9.yvGN04AqLPpiP4bg42Z0X7IHSqTde3kb8QXeAn79WMub6RTbtQqSsPnLkZmfIBC_bsKdDFGNr4Pq5wtLa0GpBA
    - type: precision
      value: 0.9714095744680851
      name: Precision Weighted
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiODQ3NzIzMzE1NWQ3ZmQwZmRhNzNmOTczMjllMjM5MDUyYjFmYWQzYjA3YTQzM2I5MmZkNGE5MWI2MWYxYmUxOCIsInZlcnNpb24iOjF9.pLLxdDf4YjD2N5x4G2cTKaBSvmTHDXH2ZDL4QYZ0nHHnRNeQRRpyhny_swBn4ooS2YplGnUfU5WcIDboSmP2Dg
    - type: recall
      value: 0.9689922480620154
      name: Recall Macro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGUzOGRjYWJlY2FiY2M2Yjg1YmZmZjg3NjU3YjhiZmViZjhjMjgzNGM5MGJjNzA5YzJkZmZmZWFkNjBkODgwZiIsInZlcnNpb24iOjF9.vintwO0TDSUQ279t41zAi7nu_Z330RPgRbictjqBfC-P-EmEp6c2FgFk2Tfi9JU1ADWZp1LSiYVP6Z0vx1tdDg
    - type: recall
      value: 0.96875
      name: Recall Micro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNzU1MDMyZjFjNzkzZGQ1NTFhZDdjNGFkMGFiNDYyMDRhMTI4NjRhMjlkOTBkZDQ5ZGM0NTg0ODBlZDE1MWY3ZCIsInZlcnNpb24iOjF9.jSiGQmIYTp1AF1HXCrcdRPMx1KLTinZePt0_JwPNx4_NBXTSoB8SfMYa37tQUjiWge84mIs9peEGOvlR_D-MDA
    - type: recall
      value: 0.96875
      name: Recall Weighted
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMWRkMWQ1OWRiMmUyMzIwNTNlYjZkZWI2MmI1ZDE3NGMxNTJiYzk0NzU1ZDgyNWIwY2E1YWIwODY3NjIwNGE2YSIsInZlcnNpb24iOjF9.p_xnLgnHK_rn4P6b5OBMOse9-2I0Bmdg71D8OF-GoSyBtIxY_fqEiZOsxRPliCtj8oaaapmzE5hBuk8Js5fpDw
    - type: f1
      value: 0.9689250225835592
      name: F1 Macro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDczNmY3NWMxOTRmMzUwZDVjZTNmOTgwNGY3NDIyYmNiMjFjOTBiMTAxYjlmMTYxNjdlODI4NmI5ZjYzNWM5ZCIsInZlcnNpb24iOjF9.NZ573cbob2p6akj5ZwRm9L2eN3wes9_c-m936SG561UWiJBjgt8rluMEmAVV9Dv-ioejNtAy1F4fvg2AdyBwDQ
    - type: f1
      value: 0.96875
      name: F1 Micro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOTZlNzNhZjRkYWE1ZDRiZmVhYjc3ZTZhYmYzMDVkMmIzMzUzNWY1NDliMGI5NzgxZjM1YzliNWZhYzM4MzA5MyIsInZlcnNpb24iOjF9.ClwhPdxnwkUHQt22byICE0f31CaIrXr1dhNDMvEt8imyzf13saNURRzvk3pW-eOCpZaGY3LCjvgAwrdXtZ67AA
    - type: f1
      value: 0.9686822493224932
      name: F1 Weighted
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiY2RiZGMyNmQ5NWQyODgzMjgwY2E2Y2E5MmJmOTIxMWQ1ZGJmYjNhNGRjOWM4NTRjZTBkMTU3MGU4MzBmMWU0OCIsInZlcnNpb24iOjF9.EQX3LU8GL2TRZxWaDHmKWEkXOLpF0cVWn0pQUrBE43rDe0-Peon_wnIhlE1qijPAEO75fPTWtr5MpjnaXAWqAA
    - type: loss
      value: 0.1282731592655182
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzFjMjkwYzk0NDA4OGZkYjQzY2M1YTczOTExNDFiNjVmYjBmZmMwYjk4MDI0MDdmYmM0N2MyZmNlOGQ5OTQ0NCIsInZlcnNpb24iOjF9.Rzg0eUxeNkN_bqFU1OmIuw-cc1doy1DHbQus-0fypVxsb1tKKUVBWwMSx-lVYxFKU9PP8twxNlM6fu3Xro_hDA
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# vit-base-beans

This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the beans dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0505
- Accuracy: 0.9850

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 0.0002
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 8
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 0.1166        | 1.54  | 100  | 0.0764          | 0.9850   |
| 0.1607        | 3.08  | 200  | 0.2114          | 0.9398   |
| 0.0067        | 4.62  | 300  | 0.0692          | 0.9774   |
| 0.005         | 6.15  | 400  | 0.0944          | 0.9624   |
| 0.0043        | 7.69  | 500  | 0.0505          | 0.9850   |


### Framework versions

- Transformers 4.16.2
- Pytorch 1.10.0+cu111
- Datasets 1.18.3
- Tokenizers 0.11.0