Spaces:
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Duplicate from mipbkhn/PaddyDoctor
Browse filesCo-authored-by: Minh Phuong Nguyen <[email protected]>
- .gitattributes +34 -0
- .gitignore +3 -0
- .gradioignore +3 -0
- README.md +13 -0
- app.py +38 -0
- examples/100178.jpg +0 -0
- examples/100458.jpg +0 -0
- examples/200001.jpg +0 -0
- examples/200002.jpg +0 -0
- examples/200003.jpg +0 -0
- examples/200005.jpg +0 -0
- gradio_article.md +14 -0
- models/model.pkl +3 -0
- requirements.txt +6 -0
- subm.csv +3470 -0
- train.ipynb +0 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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.gitignore
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paddy-disease-classification/
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paddy-disease-classification.zip
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sml/
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.gradioignore
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paddy-disease-classification/
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paddy-disease-classification.zip
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sml/
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README.md
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---
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title: Paddy Doctor
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emoji: 🚀
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colorFrom: pink
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colorTo: blue
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sdk: gradio
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sdk_version: 3.29.0
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app_file: app.py
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pinned: false
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duplicated_from: mipbkhn/PaddyDoctor
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import gradio
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from fastai.vision.all import *
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MODELS_PATH = Path('./models')
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EXAMPLES_PATH = Path('./examples')
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learn = load_learner(MODELS_PATH/'model.pkl')
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labels = learn.dls.vocab
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def gradio_predict(img):
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img = PILImage.create(img)
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_pred, _pred_idx, probs = learn.predict(img)
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labels_probs = {labels[i]: float(probs[i]) for i, _ in enumerate(labels)}
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return labels_probs
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with open('gradio_article.md') as f:
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article = f.read()
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interface_options = {
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"title": "Paddy Doctor: Paddy Disease Classification",
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"description": "Identify the type of disease present in paddy leaf images",
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"article": article,
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"examples" : [f'{EXAMPLES_PATH}/{f.name}' for f in EXAMPLES_PATH.iterdir()],
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"layout": "horizontal",
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"theme": "default",
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}
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demo = gradio.Interface(fn=gradio_predict,
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inputs=gradio.inputs.Image(shape=(512, 512)),
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outputs=gradio.outputs.Label(num_top_classes=5),
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**interface_options)
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launch_options = {
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"enable_queue": True,
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"share": False,
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}
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demo.launch(**launch_options)
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examples/100178.jpg
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examples/100458.jpg
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examples/200001.jpg
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examples/200002.jpg
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examples/200003.jpg
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examples/200005.jpg
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gradio_article.md
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[](link_url)
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## Description
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This project aims to revolutionize paddy cultivation practices prevalent in Asian countries, where vulnerabilities to diseases and pests result in substantial yield losses of up to 70%. Traditionally, expert supervision has been pivotal in managing these issues, but due to limited availability and high costs, a more innovative approach is warranted.
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At the core of the project lies the automation of the crucial process of disease identification in paddy crops using state-of-the-art computer vision techniques. This cutting-edge solution draws inspiration from successful applications in diverse domains, where computer vision has showcased remarkable potential.
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By leveraging a comprehensive training dataset comprising 10,407 labeled images, encompassing ten distinct classes ranging from various disease categories to normal leaves, the goal is to build a model that can seamlessly replicate the expertise of crop protection professionals.
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Notably, the project doesn't stop at imagery alone; it delves deeper by incorporating additional metadata associated with each image, such as the paddy variety and age. The final challenge is to successfully classify users' input images into nine disease categories or, alternatively, identify a healthy, normal leaf.
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## Examples
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The example images provided below are not from the training set. Users can also upload images from their local device or via the phone's camera.
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models/model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:a905d4b9f02b9ff29a4ad909aedff99c0e37f259c1b18c52542c490d291028b2
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size 64785053
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requirements.txt
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fastai==2.7.12
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gradio==3.39.0
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typing_extensions==4.7.1
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timm
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# pathlib
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# IPython
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subm.csv
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|
| 1 |
+
image_id,label
|
| 2 |
+
200001.jpg,hispa
|
| 3 |
+
200002.jpg,normal
|
| 4 |
+
200003.jpg,blast
|
| 5 |
+
200004.jpg,blast
|
| 6 |
+
200005.jpg,blast
|
| 7 |
+
200006.jpg,tungro
|
| 8 |
+
200007.jpg,dead_heart
|
| 9 |
+
200008.jpg,brown_spot
|
| 10 |
+
200009.jpg,hispa
|
| 11 |
+
200010.jpg,normal
|
| 12 |
+
200011.jpg,dead_heart
|
| 13 |
+
200012.jpg,hispa
|
| 14 |
+
200013.jpg,normal
|
| 15 |
+
200014.jpg,dead_heart
|
| 16 |
+
200015.jpg,normal
|
| 17 |
+
200016.jpg,blast
|
| 18 |
+
200017.jpg,tungro
|
| 19 |
+
200018.jpg,hispa
|
| 20 |
+
200019.jpg,dead_heart
|
| 21 |
+
200020.jpg,dead_heart
|
| 22 |
+
200021.jpg,dead_heart
|
| 23 |
+
200022.jpg,hispa
|
| 24 |
+
200023.jpg,bacterial_leaf_blight
|
| 25 |
+
200024.jpg,dead_heart
|
| 26 |
+
200025.jpg,blast
|
| 27 |
+
200026.jpg,hispa
|
| 28 |
+
200027.jpg,blast
|
| 29 |
+
200028.jpg,brown_spot
|
| 30 |
+
200029.jpg,dead_heart
|
| 31 |
+
200030.jpg,bacterial_leaf_streak
|
| 32 |
+
200031.jpg,hispa
|
| 33 |
+
200032.jpg,dead_heart
|
| 34 |
+
200033.jpg,brown_spot
|
| 35 |
+
200034.jpg,brown_spot
|
| 36 |
+
200035.jpg,dead_heart
|
| 37 |
+
200036.jpg,hispa
|
| 38 |
+
200037.jpg,bacterial_leaf_blight
|
| 39 |
+
200038.jpg,tungro
|
| 40 |
+
200039.jpg,dead_heart
|
| 41 |
+
200040.jpg,tungro
|
| 42 |
+
200041.jpg,tungro
|
| 43 |
+
200042.jpg,brown_spot
|
| 44 |
+
200043.jpg,bacterial_leaf_streak
|
| 45 |
+
200044.jpg,hispa
|
| 46 |
+
200045.jpg,bacterial_leaf_blight
|
| 47 |
+
200046.jpg,bacterial_leaf_blight
|
| 48 |
+
200047.jpg,blast
|
| 49 |
+
200048.jpg,brown_spot
|
| 50 |
+
200049.jpg,bacterial_panicle_blight
|
| 51 |
+
200050.jpg,dead_heart
|
| 52 |
+
200051.jpg,blast
|
| 53 |
+
200052.jpg,tungro
|
| 54 |
+
200053.jpg,bacterial_leaf_blight
|
| 55 |
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200054.jpg,normal
|
| 56 |
+
200055.jpg,hispa
|
| 57 |
+
200056.jpg,brown_spot
|
| 58 |
+
200057.jpg,hispa
|
| 59 |
+
200058.jpg,tungro
|
| 60 |
+
200059.jpg,bacterial_leaf_blight
|
| 61 |
+
200060.jpg,hispa
|
| 62 |
+
200061.jpg,dead_heart
|
| 63 |
+
200062.jpg,tungro
|
| 64 |
+
200063.jpg,brown_spot
|
| 65 |
+
200064.jpg,tungro
|
| 66 |
+
200065.jpg,tungro
|
| 67 |
+
200066.jpg,tungro
|
| 68 |
+
200067.jpg,brown_spot
|
| 69 |
+
200068.jpg,bacterial_leaf_streak
|
| 70 |
+
200069.jpg,dead_heart
|
| 71 |
+
200070.jpg,dead_heart
|
| 72 |
+
200071.jpg,normal
|
| 73 |
+
200072.jpg,dead_heart
|
| 74 |
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200073.jpg,downy_mildew
|
| 75 |
+
200074.jpg,downy_mildew
|
| 76 |
+
200075.jpg,dead_heart
|
| 77 |
+
200076.jpg,brown_spot
|
| 78 |
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200077.jpg,bacterial_leaf_blight
|
| 79 |
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200078.jpg,normal
|
| 80 |
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200079.jpg,tungro
|
| 81 |
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200080.jpg,dead_heart
|
| 82 |
+
200081.jpg,dead_heart
|
| 83 |
+
200082.jpg,dead_heart
|
| 84 |
+
200083.jpg,bacterial_panicle_blight
|
| 85 |
+
200084.jpg,dead_heart
|
| 86 |
+
200085.jpg,downy_mildew
|
| 87 |
+
200086.jpg,bacterial_leaf_blight
|
| 88 |
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200087.jpg,dead_heart
|
| 89 |
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200088.jpg,normal
|
| 90 |
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200089.jpg,tungro
|
| 91 |
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200090.jpg,blast
|
| 92 |
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200091.jpg,brown_spot
|
| 93 |
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200092.jpg,hispa
|
| 94 |
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200093.jpg,hispa
|
| 95 |
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200094.jpg,normal
|
| 96 |
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200095.jpg,hispa
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| 97 |
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200096.jpg,tungro
|
| 98 |
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200097.jpg,blast
|
| 99 |
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200098.jpg,tungro
|
| 100 |
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200099.jpg,dead_heart
|
| 101 |
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200100.jpg,bacterial_leaf_blight
|
| 102 |
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200101.jpg,hispa
|
| 103 |
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200102.jpg,hispa
|
| 104 |
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200103.jpg,hispa
|
| 105 |
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200104.jpg,downy_mildew
|
| 106 |
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200105.jpg,normal
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| 107 |
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200106.jpg,blast
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| 108 |
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200107.jpg,normal
|
| 109 |
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200108.jpg,tungro
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| 110 |
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200109.jpg,tungro
|
| 111 |
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200110.jpg,blast
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| 112 |
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200111.jpg,hispa
|
| 113 |
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200112.jpg,blast
|
| 114 |
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200113.jpg,normal
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| 115 |
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200114.jpg,hispa
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| 116 |
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200115.jpg,dead_heart
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| 117 |
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200116.jpg,hispa
|
| 118 |
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200117.jpg,normal
|
| 119 |
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200118.jpg,dead_heart
|
| 120 |
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200119.jpg,brown_spot
|
| 121 |
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200120.jpg,normal
|
| 122 |
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200121.jpg,dead_heart
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| 123 |
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200122.jpg,blast
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| 124 |
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200123.jpg,dead_heart
|
| 125 |
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200124.jpg,blast
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| 126 |
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200125.jpg,blast
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| 127 |
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200126.jpg,hispa
|
| 128 |
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200127.jpg,blast
|
| 129 |
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200128.jpg,hispa
|
| 130 |
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200129.jpg,blast
|
| 131 |
+
200130.jpg,bacterial_panicle_blight
|
| 132 |
+
200131.jpg,brown_spot
|
| 133 |
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200132.jpg,hispa
|
| 134 |
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200133.jpg,hispa
|
| 135 |
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200134.jpg,normal
|
| 136 |
+
200135.jpg,downy_mildew
|
| 137 |
+
200136.jpg,brown_spot
|
| 138 |
+
200137.jpg,normal
|
| 139 |
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200138.jpg,brown_spot
|
| 140 |
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200139.jpg,blast
|
| 141 |
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200140.jpg,tungro
|
| 142 |
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200141.jpg,dead_heart
|
| 143 |
+
200142.jpg,bacterial_leaf_blight
|
| 144 |
+
200143.jpg,blast
|
| 145 |
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200144.jpg,blast
|
| 146 |
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200145.jpg,blast
|
| 147 |
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200146.jpg,normal
|
| 148 |
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200147.jpg,dead_heart
|
| 149 |
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200148.jpg,blast
|
| 150 |
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200149.jpg,dead_heart
|
| 151 |
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200150.jpg,dead_heart
|
| 152 |
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200151.jpg,hispa
|
| 153 |
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200152.jpg,downy_mildew
|
| 154 |
+
200153.jpg,downy_mildew
|
| 155 |
+
200154.jpg,bacterial_leaf_streak
|
| 156 |
+
200155.jpg,downy_mildew
|
| 157 |
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200156.jpg,bacterial_leaf_streak
|
| 158 |
+
200157.jpg,bacterial_leaf_blight
|
| 159 |
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200158.jpg,tungro
|
| 160 |
+
200159.jpg,normal
|
| 161 |
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200160.jpg,bacterial_leaf_blight
|
| 162 |
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200161.jpg,tungro
|
| 163 |
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200162.jpg,hispa
|
| 164 |
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200163.jpg,dead_heart
|
| 165 |
+
200164.jpg,bacterial_leaf_streak
|
| 166 |
+
200165.jpg,hispa
|
| 167 |
+
200166.jpg,dead_heart
|
| 168 |
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200167.jpg,blast
|
| 169 |
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200168.jpg,tungro
|
| 170 |
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200169.jpg,tungro
|
| 171 |
+
200170.jpg,brown_spot
|
| 172 |
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200171.jpg,dead_heart
|
| 173 |
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200172.jpg,blast
|
| 174 |
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200173.jpg,normal
|
| 175 |
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200174.jpg,hispa
|
| 176 |
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200175.jpg,dead_heart
|
| 177 |
+
200176.jpg,brown_spot
|
| 178 |
+
200177.jpg,bacterial_leaf_blight
|
| 179 |
+
200178.jpg,tungro
|
| 180 |
+
200179.jpg,brown_spot
|
| 181 |
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200180.jpg,hispa
|
| 182 |
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200181.jpg,bacterial_leaf_streak
|
| 183 |
+
200182.jpg,downy_mildew
|
| 184 |
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200183.jpg,normal
|
| 185 |
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200184.jpg,blast
|
| 186 |
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200185.jpg,dead_heart
|
| 187 |
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200186.jpg,blast
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| 188 |
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200187.jpg,hispa
|
| 189 |
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200188.jpg,blast
|
| 190 |
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200189.jpg,dead_heart
|
| 191 |
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200190.jpg,bacterial_leaf_blight
|
| 192 |
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200191.jpg,bacterial_leaf_blight
|
| 193 |
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200192.jpg,normal
|
| 194 |
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200193.jpg,normal
|
| 195 |
+
200194.jpg,brown_spot
|
| 196 |
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200195.jpg,hispa
|
| 197 |
+
200196.jpg,bacterial_panicle_blight
|
| 198 |
+
200197.jpg,normal
|
| 199 |
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200198.jpg,blast
|
| 200 |
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200199.jpg,tungro
|
| 201 |
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200200.jpg,dead_heart
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| 202 |
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200201.jpg,tungro
|
| 203 |
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200202.jpg,blast
|
| 204 |
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200203.jpg,brown_spot
|
| 205 |
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200204.jpg,downy_mildew
|
| 206 |
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200205.jpg,tungro
|
| 207 |
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200206.jpg,normal
|
| 208 |
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200207.jpg,bacterial_leaf_streak
|
| 209 |
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200208.jpg,brown_spot
|
| 210 |
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200209.jpg,normal
|
| 211 |
+
200210.jpg,tungro
|
| 212 |
+
200211.jpg,bacterial_leaf_blight
|
| 213 |
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200212.jpg,tungro
|
| 214 |
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200213.jpg,normal
|
| 215 |
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200214.jpg,brown_spot
|
| 216 |
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200215.jpg,blast
|
| 217 |
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200216.jpg,brown_spot
|
| 218 |
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200217.jpg,dead_heart
|
| 219 |
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200218.jpg,blast
|
| 220 |
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200219.jpg,brown_spot
|
| 221 |
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200220.jpg,downy_mildew
|
| 222 |
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200221.jpg,dead_heart
|
| 223 |
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200222.jpg,hispa
|
| 224 |
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200223.jpg,dead_heart
|
| 225 |
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200224.jpg,normal
|
| 226 |
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200225.jpg,hispa
|
| 227 |
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200226.jpg,hispa
|
| 228 |
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200227.jpg,dead_heart
|
| 229 |
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200228.jpg,blast
|
| 230 |
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200229.jpg,blast
|
| 231 |
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200230.jpg,downy_mildew
|
| 232 |
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200231.jpg,brown_spot
|
| 233 |
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200232.jpg,normal
|
| 234 |
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200233.jpg,blast
|
| 235 |
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200234.jpg,blast
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| 236 |
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200235.jpg,tungro
|
| 237 |
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200236.jpg,dead_heart
|
| 238 |
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200237.jpg,brown_spot
|
| 239 |
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200238.jpg,blast
|
| 240 |
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200239.jpg,hispa
|
| 241 |
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200240.jpg,brown_spot
|
| 242 |
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200241.jpg,hispa
|
| 243 |
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200242.jpg,brown_spot
|
| 244 |
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200243.jpg,tungro
|
| 245 |
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200244.jpg,hispa
|
| 246 |
+
200245.jpg,hispa
|
| 247 |
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200246.jpg,blast
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201760.jpg,bacterial_leaf_streak
|
| 1762 |
+
201761.jpg,blast
|
| 1763 |
+
201762.jpg,bacterial_leaf_blight
|
| 1764 |
+
201763.jpg,downy_mildew
|
| 1765 |
+
201764.jpg,hispa
|
| 1766 |
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201765.jpg,blast
|
| 1767 |
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201766.jpg,blast
|
| 1768 |
+
201767.jpg,bacterial_panicle_blight
|
| 1769 |
+
201768.jpg,dead_heart
|
| 1770 |
+
201769.jpg,dead_heart
|
| 1771 |
+
201770.jpg,downy_mildew
|
| 1772 |
+
201771.jpg,hispa
|
| 1773 |
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201772.jpg,tungro
|
| 1774 |
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201773.jpg,normal
|
| 1775 |
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201774.jpg,brown_spot
|
| 1776 |
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201775.jpg,bacterial_leaf_streak
|
| 1777 |
+
201776.jpg,dead_heart
|
| 1778 |
+
201777.jpg,bacterial_leaf_streak
|
| 1779 |
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201778.jpg,normal
|
| 1780 |
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201779.jpg,brown_spot
|
| 1781 |
+
201780.jpg,hispa
|
| 1782 |
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201781.jpg,dead_heart
|
| 1783 |
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201782.jpg,hispa
|
| 1784 |
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201783.jpg,normal
|
| 1785 |
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201784.jpg,normal
|
| 1786 |
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201785.jpg,hispa
|
| 1787 |
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201786.jpg,blast
|
| 1788 |
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201787.jpg,blast
|
| 1789 |
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201788.jpg,blast
|
| 1790 |
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201789.jpg,blast
|
| 1791 |
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201790.jpg,bacterial_leaf_blight
|
| 1792 |
+
201791.jpg,hispa
|
| 1793 |
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201792.jpg,hispa
|
| 1794 |
+
201793.jpg,dead_heart
|
| 1795 |
+
201794.jpg,tungro
|
| 1796 |
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201795.jpg,blast
|
| 1797 |
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201796.jpg,bacterial_leaf_blight
|
| 1798 |
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201797.jpg,dead_heart
|
| 1799 |
+
201798.jpg,normal
|
| 1800 |
+
201799.jpg,normal
|
| 1801 |
+
201800.jpg,downy_mildew
|
| 1802 |
+
201801.jpg,hispa
|
| 1803 |
+
201802.jpg,bacterial_leaf_blight
|
| 1804 |
+
201803.jpg,tungro
|
| 1805 |
+
201804.jpg,bacterial_leaf_blight
|
| 1806 |
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201805.jpg,blast
|
| 1807 |
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201806.jpg,hispa
|
| 1808 |
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201807.jpg,blast
|
| 1809 |
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201808.jpg,bacterial_panicle_blight
|
| 1810 |
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201809.jpg,blast
|
| 1811 |
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201810.jpg,dead_heart
|
| 1812 |
+
201811.jpg,hispa
|
| 1813 |
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201812.jpg,dead_heart
|
| 1814 |
+
201813.jpg,hispa
|
| 1815 |
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201814.jpg,bacterial_leaf_streak
|
| 1816 |
+
201815.jpg,tungro
|
| 1817 |
+
201816.jpg,bacterial_leaf_streak
|
| 1818 |
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201817.jpg,tungro
|
| 1819 |
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201818.jpg,blast
|
| 1820 |
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201819.jpg,normal
|
| 1821 |
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201820.jpg,blast
|
| 1822 |
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201821.jpg,bacterial_leaf_blight
|
| 1823 |
+
201822.jpg,brown_spot
|
| 1824 |
+
201823.jpg,tungro
|
| 1825 |
+
201824.jpg,dead_heart
|
| 1826 |
+
201825.jpg,hispa
|
| 1827 |
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201826.jpg,bacterial_leaf_blight
|
| 1828 |
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201827.jpg,hispa
|
| 1829 |
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201828.jpg,blast
|
| 1830 |
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201829.jpg,hispa
|
| 1831 |
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201830.jpg,bacterial_panicle_blight
|
| 1832 |
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201831.jpg,bacterial_panicle_blight
|
| 1833 |
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201832.jpg,dead_heart
|
| 1834 |
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201833.jpg,blast
|
| 1835 |
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201834.jpg,brown_spot
|
| 1836 |
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201835.jpg,blast
|
| 1837 |
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201836.jpg,dead_heart
|
| 1838 |
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201837.jpg,dead_heart
|
| 1839 |
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201838.jpg,normal
|
| 1840 |
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201839.jpg,brown_spot
|
| 1841 |
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201840.jpg,bacterial_leaf_blight
|
| 1842 |
+
201841.jpg,hispa
|
| 1843 |
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201842.jpg,normal
|
| 1844 |
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201843.jpg,hispa
|
| 1845 |
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201844.jpg,tungro
|
| 1846 |
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201845.jpg,hispa
|
| 1847 |
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201846.jpg,normal
|
| 1848 |
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201847.jpg,dead_heart
|
| 1849 |
+
201848.jpg,brown_spot
|
| 1850 |
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201849.jpg,normal
|
| 1851 |
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201850.jpg,tungro
|
| 1852 |
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201851.jpg,normal
|
| 1853 |
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201852.jpg,normal
|
| 1854 |
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201853.jpg,hispa
|
| 1855 |
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201854.jpg,downy_mildew
|
| 1856 |
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201855.jpg,normal
|
| 1857 |
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201856.jpg,dead_heart
|
| 1858 |
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201857.jpg,hispa
|
| 1859 |
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201858.jpg,normal
|
| 1860 |
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201859.jpg,normal
|
| 1861 |
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201860.jpg,hispa
|
| 1862 |
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201861.jpg,normal
|
| 1863 |
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201862.jpg,dead_heart
|
| 1864 |
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201863.jpg,brown_spot
|
| 1865 |
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201864.jpg,tungro
|
| 1866 |
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201865.jpg,blast
|
| 1867 |
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201866.jpg,normal
|
| 1868 |
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201867.jpg,hispa
|
| 1869 |
+
201868.jpg,bacterial_leaf_blight
|
| 1870 |
+
201869.jpg,bacterial_leaf_blight
|
| 1871 |
+
201870.jpg,tungro
|
| 1872 |
+
201871.jpg,bacterial_leaf_blight
|
| 1873 |
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201872.jpg,normal
|
| 1874 |
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201873.jpg,normal
|
| 1875 |
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201874.jpg,dead_heart
|
| 1876 |
+
201875.jpg,brown_spot
|
| 1877 |
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201876.jpg,blast
|
| 1878 |
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201877.jpg,blast
|
| 1879 |
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201878.jpg,normal
|
| 1880 |
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201879.jpg,hispa
|
| 1881 |
+
201880.jpg,normal
|
| 1882 |
+
201881.jpg,brown_spot
|
| 1883 |
+
201882.jpg,blast
|
| 1884 |
+
201883.jpg,dead_heart
|
| 1885 |
+
201884.jpg,dead_heart
|
| 1886 |
+
201885.jpg,dead_heart
|
| 1887 |
+
201886.jpg,bacterial_leaf_streak
|
| 1888 |
+
201887.jpg,blast
|
| 1889 |
+
201888.jpg,hispa
|
| 1890 |
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201889.jpg,hispa
|
| 1891 |
+
201890.jpg,bacterial_leaf_streak
|
| 1892 |
+
201891.jpg,hispa
|
| 1893 |
+
201892.jpg,downy_mildew
|
| 1894 |
+
201893.jpg,dead_heart
|
| 1895 |
+
201894.jpg,bacterial_panicle_blight
|
| 1896 |
+
201895.jpg,normal
|
| 1897 |
+
201896.jpg,bacterial_leaf_blight
|
| 1898 |
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201897.jpg,normal
|
| 1899 |
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201898.jpg,normal
|
| 1900 |
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201899.jpg,hispa
|
| 1901 |
+
201900.jpg,dead_heart
|
| 1902 |
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201901.jpg,blast
|
| 1903 |
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201902.jpg,hispa
|
| 1904 |
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201903.jpg,tungro
|
| 1905 |
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201904.jpg,normal
|
| 1906 |
+
201905.jpg,brown_spot
|
| 1907 |
+
201906.jpg,dead_heart
|
| 1908 |
+
201907.jpg,bacterial_leaf_streak
|
| 1909 |
+
201908.jpg,hispa
|
| 1910 |
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201909.jpg,normal
|
| 1911 |
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201910.jpg,tungro
|
| 1912 |
+
201911.jpg,blast
|
| 1913 |
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201912.jpg,dead_heart
|
| 1914 |
+
201913.jpg,tungro
|
| 1915 |
+
201914.jpg,normal
|
| 1916 |
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201915.jpg,blast
|
| 1917 |
+
201916.jpg,brown_spot
|
| 1918 |
+
201917.jpg,tungro
|
| 1919 |
+
201918.jpg,hispa
|
| 1920 |
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201919.jpg,normal
|
| 1921 |
+
201920.jpg,normal
|
| 1922 |
+
201921.jpg,downy_mildew
|
| 1923 |
+
201922.jpg,bacterial_leaf_streak
|
| 1924 |
+
201923.jpg,normal
|
| 1925 |
+
201924.jpg,dead_heart
|
| 1926 |
+
201925.jpg,normal
|
| 1927 |
+
201926.jpg,blast
|
| 1928 |
+
201927.jpg,bacterial_leaf_streak
|
| 1929 |
+
201928.jpg,dead_heart
|
| 1930 |
+
201929.jpg,hispa
|
| 1931 |
+
201930.jpg,dead_heart
|
| 1932 |
+
201931.jpg,tungro
|
| 1933 |
+
201932.jpg,brown_spot
|
| 1934 |
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201933.jpg,brown_spot
|
| 1935 |
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201934.jpg,normal
|
| 1936 |
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201935.jpg,downy_mildew
|
| 1937 |
+
201936.jpg,brown_spot
|
| 1938 |
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201937.jpg,normal
|
| 1939 |
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201938.jpg,hispa
|
| 1940 |
+
201939.jpg,dead_heart
|
| 1941 |
+
201940.jpg,brown_spot
|
| 1942 |
+
201941.jpg,hispa
|
| 1943 |
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201942.jpg,downy_mildew
|
| 1944 |
+
201943.jpg,brown_spot
|
| 1945 |
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201944.jpg,bacterial_leaf_streak
|
| 1946 |
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201945.jpg,blast
|
| 1947 |
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201946.jpg,bacterial_leaf_blight
|
| 1948 |
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201947.jpg,dead_heart
|
| 1949 |
+
201948.jpg,bacterial_leaf_streak
|
| 1950 |
+
201949.jpg,bacterial_panicle_blight
|
| 1951 |
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201950.jpg,bacterial_panicle_blight
|
| 1952 |
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201951.jpg,hispa
|
| 1953 |
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201952.jpg,normal
|
| 1954 |
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201953.jpg,dead_heart
|
| 1955 |
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201954.jpg,brown_spot
|
| 1956 |
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201955.jpg,dead_heart
|
| 1957 |
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201956.jpg,dead_heart
|
| 1958 |
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201957.jpg,blast
|
| 1959 |
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201958.jpg,normal
|
| 1960 |
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201959.jpg,tungro
|
| 1961 |
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201960.jpg,hispa
|
| 1962 |
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201961.jpg,hispa
|
| 1963 |
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201962.jpg,tungro
|
| 1964 |
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201963.jpg,blast
|
| 1965 |
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201964.jpg,normal
|
| 1966 |
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201965.jpg,hispa
|
| 1967 |
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201966.jpg,normal
|
| 1968 |
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201967.jpg,bacterial_leaf_streak
|
| 1969 |
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201968.jpg,dead_heart
|
| 1970 |
+
201969.jpg,dead_heart
|
| 1971 |
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201970.jpg,blast
|
| 1972 |
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201971.jpg,blast
|
| 1973 |
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201972.jpg,downy_mildew
|
| 1974 |
+
201973.jpg,downy_mildew
|
| 1975 |
+
201974.jpg,hispa
|
| 1976 |
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201975.jpg,blast
|
| 1977 |
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201976.jpg,hispa
|
| 1978 |
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201977.jpg,hispa
|
| 1979 |
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201978.jpg,dead_heart
|
| 1980 |
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201979.jpg,tungro
|
| 1981 |
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201980.jpg,blast
|
| 1982 |
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201981.jpg,tungro
|
| 1983 |
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201982.jpg,dead_heart
|
| 1984 |
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201983.jpg,normal
|
| 1985 |
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201984.jpg,hispa
|
| 1986 |
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201985.jpg,normal
|
| 1987 |
+
201986.jpg,bacterial_leaf_streak
|
| 1988 |
+
201987.jpg,dead_heart
|
| 1989 |
+
201988.jpg,hispa
|
| 1990 |
+
201989.jpg,blast
|
| 1991 |
+
201990.jpg,brown_spot
|
| 1992 |
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201991.jpg,blast
|
| 1993 |
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201992.jpg,normal
|
| 1994 |
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201993.jpg,hispa
|
| 1995 |
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201994.jpg,hispa
|
| 1996 |
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201995.jpg,brown_spot
|
| 1997 |
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201996.jpg,hispa
|
| 1998 |
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201997.jpg,hispa
|
| 1999 |
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201998.jpg,tungro
|
| 2000 |
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201999.jpg,tungro
|
| 2001 |
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202000.jpg,hispa
|
| 2002 |
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202001.jpg,hispa
|
| 2003 |
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| 2005 |
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| 2006 |
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202005.jpg,brown_spot
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| 2007 |
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| 2008 |
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202007.jpg,bacterial_panicle_blight
|
| 2009 |
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202008.jpg,normal
|
| 2010 |
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202009.jpg,hispa
|
| 2011 |
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|
| 2012 |
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202011.jpg,blast
|
| 2013 |
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|
| 2014 |
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|
| 2015 |
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|
| 2016 |
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|
| 2017 |
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|
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| 2025 |
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|
| 2026 |
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|
| 2027 |
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|
| 2028 |
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202027.jpg,bacterial_leaf_blight
|
| 2029 |
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202028.jpg,dead_heart
|
| 2030 |
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202029.jpg,dead_heart
|
| 2031 |
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|
| 2032 |
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202031.jpg,tungro
|
| 2033 |
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| 2034 |
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| 2035 |
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| 2036 |
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| 2039 |
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| 2059 |
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| 2060 |
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| 2067 |
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| 2069 |
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| 2075 |
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| 2076 |
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| 2078 |
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202077.jpg,hispa
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| 2079 |
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| 2080 |
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| 2082 |
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| 2092 |
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| 2096 |
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| 2097 |
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| 2098 |
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| 2099 |
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|
| 2100 |
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| 2101 |
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| 2102 |
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| 2104 |
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| 2105 |
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202104.jpg,normal
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| 2106 |
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|
| 2107 |
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202106.jpg,blast
|
| 2108 |
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202107.jpg,brown_spot
|
| 2109 |
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202108.jpg,downy_mildew
|
| 2110 |
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202109.jpg,bacterial_leaf_blight
|
| 2111 |
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202110.jpg,blast
|
| 2112 |
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202111.jpg,normal
|
| 2113 |
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202112.jpg,dead_heart
|
| 2114 |
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202113.jpg,bacterial_leaf_streak
|
| 2115 |
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202114.jpg,downy_mildew
|
| 2116 |
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202115.jpg,normal
|
| 2117 |
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202116.jpg,hispa
|
| 2118 |
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202117.jpg,blast
|
| 2119 |
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202118.jpg,bacterial_panicle_blight
|
| 2120 |
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202119.jpg,blast
|
| 2121 |
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202120.jpg,blast
|
| 2122 |
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202121.jpg,hispa
|
| 2123 |
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202122.jpg,downy_mildew
|
| 2124 |
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202123.jpg,normal
|
| 2125 |
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202124.jpg,normal
|
| 2126 |
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202125.jpg,tungro
|
| 2127 |
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202126.jpg,dead_heart
|
| 2128 |
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202127.jpg,tungro
|
| 2129 |
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202128.jpg,tungro
|
| 2130 |
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202129.jpg,normal
|
| 2131 |
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202130.jpg,brown_spot
|
| 2132 |
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202131.jpg,blast
|
| 2133 |
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202132.jpg,brown_spot
|
| 2134 |
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202133.jpg,hispa
|
| 2135 |
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202134.jpg,bacterial_panicle_blight
|
| 2136 |
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202135.jpg,tungro
|
| 2137 |
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202136.jpg,dead_heart
|
| 2138 |
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202137.jpg,tungro
|
| 2139 |
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202138.jpg,downy_mildew
|
| 2140 |
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202139.jpg,downy_mildew
|
| 2141 |
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202140.jpg,dead_heart
|
| 2142 |
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202141.jpg,brown_spot
|
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| 3229 |
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203228.jpg,normal
|
| 3230 |
+
203229.jpg,brown_spot
|
| 3231 |
+
203230.jpg,downy_mildew
|
| 3232 |
+
203231.jpg,bacterial_panicle_blight
|
| 3233 |
+
203232.jpg,brown_spot
|
| 3234 |
+
203233.jpg,brown_spot
|
| 3235 |
+
203234.jpg,hispa
|
| 3236 |
+
203235.jpg,hispa
|
| 3237 |
+
203236.jpg,dead_heart
|
| 3238 |
+
203237.jpg,hispa
|
| 3239 |
+
203238.jpg,normal
|
| 3240 |
+
203239.jpg,bacterial_leaf_blight
|
| 3241 |
+
203240.jpg,dead_heart
|
| 3242 |
+
203241.jpg,blast
|
| 3243 |
+
203242.jpg,blast
|
| 3244 |
+
203243.jpg,brown_spot
|
| 3245 |
+
203244.jpg,normal
|
| 3246 |
+
203245.jpg,blast
|
| 3247 |
+
203246.jpg,normal
|
| 3248 |
+
203247.jpg,blast
|
| 3249 |
+
203248.jpg,downy_mildew
|
| 3250 |
+
203249.jpg,normal
|
| 3251 |
+
203250.jpg,tungro
|
| 3252 |
+
203251.jpg,hispa
|
| 3253 |
+
203252.jpg,dead_heart
|
| 3254 |
+
203253.jpg,hispa
|
| 3255 |
+
203254.jpg,brown_spot
|
| 3256 |
+
203255.jpg,blast
|
| 3257 |
+
203256.jpg,tungro
|
| 3258 |
+
203257.jpg,tungro
|
| 3259 |
+
203258.jpg,blast
|
| 3260 |
+
203259.jpg,tungro
|
| 3261 |
+
203260.jpg,hispa
|
| 3262 |
+
203261.jpg,hispa
|
| 3263 |
+
203262.jpg,blast
|
| 3264 |
+
203263.jpg,blast
|
| 3265 |
+
203264.jpg,normal
|
| 3266 |
+
203265.jpg,dead_heart
|
| 3267 |
+
203266.jpg,brown_spot
|
| 3268 |
+
203267.jpg,bacterial_panicle_blight
|
| 3269 |
+
203268.jpg,downy_mildew
|
| 3270 |
+
203269.jpg,normal
|
| 3271 |
+
203270.jpg,brown_spot
|
| 3272 |
+
203271.jpg,hispa
|
| 3273 |
+
203272.jpg,normal
|
| 3274 |
+
203273.jpg,hispa
|
| 3275 |
+
203274.jpg,normal
|
| 3276 |
+
203275.jpg,brown_spot
|
| 3277 |
+
203276.jpg,blast
|
| 3278 |
+
203277.jpg,brown_spot
|
| 3279 |
+
203278.jpg,tungro
|
| 3280 |
+
203279.jpg,brown_spot
|
| 3281 |
+
203280.jpg,tungro
|
| 3282 |
+
203281.jpg,dead_heart
|
| 3283 |
+
203282.jpg,hispa
|
| 3284 |
+
203283.jpg,normal
|
| 3285 |
+
203284.jpg,normal
|
| 3286 |
+
203285.jpg,dead_heart
|
| 3287 |
+
203286.jpg,blast
|
| 3288 |
+
203287.jpg,normal
|
| 3289 |
+
203288.jpg,bacterial_panicle_blight
|
| 3290 |
+
203289.jpg,blast
|
| 3291 |
+
203290.jpg,hispa
|
| 3292 |
+
203291.jpg,blast
|
| 3293 |
+
203292.jpg,normal
|
| 3294 |
+
203293.jpg,brown_spot
|
| 3295 |
+
203294.jpg,dead_heart
|
| 3296 |
+
203295.jpg,brown_spot
|
| 3297 |
+
203296.jpg,dead_heart
|
| 3298 |
+
203297.jpg,downy_mildew
|
| 3299 |
+
203298.jpg,bacterial_leaf_blight
|
| 3300 |
+
203299.jpg,tungro
|
| 3301 |
+
203300.jpg,dead_heart
|
| 3302 |
+
203301.jpg,blast
|
| 3303 |
+
203302.jpg,bacterial_panicle_blight
|
| 3304 |
+
203303.jpg,dead_heart
|
| 3305 |
+
203304.jpg,blast
|
| 3306 |
+
203305.jpg,normal
|
| 3307 |
+
203306.jpg,dead_heart
|
| 3308 |
+
203307.jpg,blast
|
| 3309 |
+
203308.jpg,dead_heart
|
| 3310 |
+
203309.jpg,normal
|
| 3311 |
+
203310.jpg,dead_heart
|
| 3312 |
+
203311.jpg,dead_heart
|
| 3313 |
+
203312.jpg,normal
|
| 3314 |
+
203313.jpg,normal
|
| 3315 |
+
203314.jpg,downy_mildew
|
| 3316 |
+
203315.jpg,blast
|
| 3317 |
+
203316.jpg,hispa
|
| 3318 |
+
203317.jpg,bacterial_panicle_blight
|
| 3319 |
+
203318.jpg,hispa
|
| 3320 |
+
203319.jpg,bacterial_leaf_streak
|
| 3321 |
+
203320.jpg,hispa
|
| 3322 |
+
203321.jpg,bacterial_leaf_blight
|
| 3323 |
+
203322.jpg,hispa
|
| 3324 |
+
203323.jpg,downy_mildew
|
| 3325 |
+
203324.jpg,bacterial_leaf_streak
|
| 3326 |
+
203325.jpg,normal
|
| 3327 |
+
203326.jpg,dead_heart
|
| 3328 |
+
203327.jpg,bacterial_leaf_streak
|
| 3329 |
+
203328.jpg,brown_spot
|
| 3330 |
+
203329.jpg,dead_heart
|
| 3331 |
+
203330.jpg,normal
|
| 3332 |
+
203331.jpg,downy_mildew
|
| 3333 |
+
203332.jpg,downy_mildew
|
| 3334 |
+
203333.jpg,dead_heart
|
| 3335 |
+
203334.jpg,normal
|
| 3336 |
+
203335.jpg,blast
|
| 3337 |
+
203336.jpg,normal
|
| 3338 |
+
203337.jpg,dead_heart
|
| 3339 |
+
203338.jpg,blast
|
| 3340 |
+
203339.jpg,hispa
|
| 3341 |
+
203340.jpg,brown_spot
|
| 3342 |
+
203341.jpg,dead_heart
|
| 3343 |
+
203342.jpg,blast
|
| 3344 |
+
203343.jpg,bacterial_panicle_blight
|
| 3345 |
+
203344.jpg,downy_mildew
|
| 3346 |
+
203345.jpg,hispa
|
| 3347 |
+
203346.jpg,hispa
|
| 3348 |
+
203347.jpg,normal
|
| 3349 |
+
203348.jpg,dead_heart
|
| 3350 |
+
203349.jpg,blast
|
| 3351 |
+
203350.jpg,normal
|
| 3352 |
+
203351.jpg,tungro
|
| 3353 |
+
203352.jpg,blast
|
| 3354 |
+
203353.jpg,dead_heart
|
| 3355 |
+
203354.jpg,blast
|
| 3356 |
+
203355.jpg,normal
|
| 3357 |
+
203356.jpg,tungro
|
| 3358 |
+
203357.jpg,downy_mildew
|
| 3359 |
+
203358.jpg,blast
|
| 3360 |
+
203359.jpg,bacterial_leaf_blight
|
| 3361 |
+
203360.jpg,tungro
|
| 3362 |
+
203361.jpg,hispa
|
| 3363 |
+
203362.jpg,normal
|
| 3364 |
+
203363.jpg,tungro
|
| 3365 |
+
203364.jpg,tungro
|
| 3366 |
+
203365.jpg,normal
|
| 3367 |
+
203366.jpg,dead_heart
|
| 3368 |
+
203367.jpg,hispa
|
| 3369 |
+
203368.jpg,downy_mildew
|
| 3370 |
+
203369.jpg,bacterial_panicle_blight
|
| 3371 |
+
203370.jpg,tungro
|
| 3372 |
+
203371.jpg,downy_mildew
|
| 3373 |
+
203372.jpg,hispa
|
| 3374 |
+
203373.jpg,blast
|
| 3375 |
+
203374.jpg,normal
|
| 3376 |
+
203375.jpg,tungro
|
| 3377 |
+
203376.jpg,bacterial_leaf_streak
|
| 3378 |
+
203377.jpg,brown_spot
|
| 3379 |
+
203378.jpg,normal
|
| 3380 |
+
203379.jpg,dead_heart
|
| 3381 |
+
203380.jpg,dead_heart
|
| 3382 |
+
203381.jpg,blast
|
| 3383 |
+
203382.jpg,bacterial_leaf_streak
|
| 3384 |
+
203383.jpg,dead_heart
|
| 3385 |
+
203384.jpg,normal
|
| 3386 |
+
203385.jpg,brown_spot
|
| 3387 |
+
203386.jpg,downy_mildew
|
| 3388 |
+
203387.jpg,blast
|
| 3389 |
+
203388.jpg,tungro
|
| 3390 |
+
203389.jpg,hispa
|
| 3391 |
+
203390.jpg,normal
|
| 3392 |
+
203391.jpg,normal
|
| 3393 |
+
203392.jpg,blast
|
| 3394 |
+
203393.jpg,brown_spot
|
| 3395 |
+
203394.jpg,normal
|
| 3396 |
+
203395.jpg,normal
|
| 3397 |
+
203396.jpg,bacterial_leaf_blight
|
| 3398 |
+
203397.jpg,tungro
|
| 3399 |
+
203398.jpg,hispa
|
| 3400 |
+
203399.jpg,downy_mildew
|
| 3401 |
+
203400.jpg,tungro
|
| 3402 |
+
203401.jpg,dead_heart
|
| 3403 |
+
203402.jpg,blast
|
| 3404 |
+
203403.jpg,tungro
|
| 3405 |
+
203404.jpg,blast
|
| 3406 |
+
203405.jpg,blast
|
| 3407 |
+
203406.jpg,tungro
|
| 3408 |
+
203407.jpg,bacterial_leaf_blight
|
| 3409 |
+
203408.jpg,hispa
|
| 3410 |
+
203409.jpg,dead_heart
|
| 3411 |
+
203410.jpg,hispa
|
| 3412 |
+
203411.jpg,blast
|
| 3413 |
+
203412.jpg,hispa
|
| 3414 |
+
203413.jpg,hispa
|
| 3415 |
+
203414.jpg,blast
|
| 3416 |
+
203415.jpg,hispa
|
| 3417 |
+
203416.jpg,normal
|
| 3418 |
+
203417.jpg,normal
|
| 3419 |
+
203418.jpg,bacterial_panicle_blight
|
| 3420 |
+
203419.jpg,bacterial_leaf_blight
|
| 3421 |
+
203420.jpg,normal
|
| 3422 |
+
203421.jpg,normal
|
| 3423 |
+
203422.jpg,normal
|
| 3424 |
+
203423.jpg,tungro
|
| 3425 |
+
203424.jpg,blast
|
| 3426 |
+
203425.jpg,normal
|
| 3427 |
+
203426.jpg,normal
|
| 3428 |
+
203427.jpg,brown_spot
|
| 3429 |
+
203428.jpg,downy_mildew
|
| 3430 |
+
203429.jpg,normal
|
| 3431 |
+
203430.jpg,blast
|
| 3432 |
+
203431.jpg,bacterial_leaf_blight
|
| 3433 |
+
203432.jpg,brown_spot
|
| 3434 |
+
203433.jpg,dead_heart
|
| 3435 |
+
203434.jpg,tungro
|
| 3436 |
+
203435.jpg,normal
|
| 3437 |
+
203436.jpg,bacterial_leaf_blight
|
| 3438 |
+
203437.jpg,hispa
|
| 3439 |
+
203438.jpg,hispa
|
| 3440 |
+
203439.jpg,brown_spot
|
| 3441 |
+
203440.jpg,blast
|
| 3442 |
+
203441.jpg,bacterial_leaf_streak
|
| 3443 |
+
203442.jpg,bacterial_panicle_blight
|
| 3444 |
+
203443.jpg,tungro
|
| 3445 |
+
203444.jpg,hispa
|
| 3446 |
+
203445.jpg,dead_heart
|
| 3447 |
+
203446.jpg,tungro
|
| 3448 |
+
203447.jpg,normal
|
| 3449 |
+
203448.jpg,brown_spot
|
| 3450 |
+
203449.jpg,blast
|
| 3451 |
+
203450.jpg,normal
|
| 3452 |
+
203451.jpg,blast
|
| 3453 |
+
203452.jpg,dead_heart
|
| 3454 |
+
203453.jpg,downy_mildew
|
| 3455 |
+
203454.jpg,dead_heart
|
| 3456 |
+
203455.jpg,hispa
|
| 3457 |
+
203456.jpg,tungro
|
| 3458 |
+
203457.jpg,brown_spot
|
| 3459 |
+
203458.jpg,blast
|
| 3460 |
+
203459.jpg,hispa
|
| 3461 |
+
203460.jpg,normal
|
| 3462 |
+
203461.jpg,normal
|
| 3463 |
+
203462.jpg,bacterial_panicle_blight
|
| 3464 |
+
203463.jpg,normal
|
| 3465 |
+
203464.jpg,dead_heart
|
| 3466 |
+
203465.jpg,dead_heart
|
| 3467 |
+
203466.jpg,hispa
|
| 3468 |
+
203467.jpg,normal
|
| 3469 |
+
203468.jpg,bacterial_leaf_streak
|
| 3470 |
+
203469.jpg,dead_heart
|
train.ipynb
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|