Spaces:
Runtime error
Runtime error
Minh Phuong Nguyen
commited on
Commit
·
bd21bb6
1
Parent(s):
927d9f5
Publish
Browse files- .gitignore +3 -0
- .gradioignore +3 -0
- README.md +4 -4
- 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
.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:
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emoji:
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colorFrom: pink
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colorTo:
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sdk: gradio
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sdk_version: 3.
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app_file: app.py
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pinned: false
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---
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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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---
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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 |
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200004.jpg,blast
|
| 6 |
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200005.jpg,blast
|
| 7 |
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200006.jpg,tungro
|
| 8 |
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200007.jpg,dead_heart
|
| 9 |
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200008.jpg,brown_spot
|
| 10 |
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200009.jpg,hispa
|
| 11 |
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200010.jpg,normal
|
| 12 |
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200011.jpg,dead_heart
|
| 13 |
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200012.jpg,hispa
|
| 14 |
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200013.jpg,normal
|
| 15 |
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200014.jpg,dead_heart
|
| 16 |
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200015.jpg,normal
|
| 17 |
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200016.jpg,blast
|
| 18 |
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200017.jpg,tungro
|
| 19 |
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200018.jpg,hispa
|
| 20 |
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200019.jpg,dead_heart
|
| 21 |
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200020.jpg,dead_heart
|
| 22 |
+
200021.jpg,dead_heart
|
| 23 |
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200022.jpg,hispa
|
| 24 |
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200023.jpg,bacterial_leaf_blight
|
| 25 |
+
200024.jpg,dead_heart
|
| 26 |
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200025.jpg,blast
|
| 27 |
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200026.jpg,hispa
|
| 28 |
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200027.jpg,blast
|
| 29 |
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200028.jpg,brown_spot
|
| 30 |
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200029.jpg,dead_heart
|
| 31 |
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200030.jpg,bacterial_leaf_streak
|
| 32 |
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200031.jpg,hispa
|
| 33 |
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200032.jpg,dead_heart
|
| 34 |
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200033.jpg,brown_spot
|
| 35 |
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200034.jpg,brown_spot
|
| 36 |
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200035.jpg,dead_heart
|
| 37 |
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200036.jpg,hispa
|
| 38 |
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200037.jpg,bacterial_leaf_blight
|
| 39 |
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200038.jpg,tungro
|
| 40 |
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200039.jpg,dead_heart
|
| 41 |
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200040.jpg,tungro
|
| 42 |
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200041.jpg,tungro
|
| 43 |
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200042.jpg,brown_spot
|
| 44 |
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200043.jpg,bacterial_leaf_streak
|
| 45 |
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200044.jpg,hispa
|
| 46 |
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200045.jpg,bacterial_leaf_blight
|
| 47 |
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200046.jpg,bacterial_leaf_blight
|
| 48 |
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200047.jpg,blast
|
| 49 |
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200048.jpg,brown_spot
|
| 50 |
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200049.jpg,bacterial_panicle_blight
|
| 51 |
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200050.jpg,dead_heart
|
| 52 |
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200051.jpg,blast
|
| 53 |
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200052.jpg,tungro
|
| 54 |
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200053.jpg,bacterial_leaf_blight
|
| 55 |
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200054.jpg,normal
|
| 56 |
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200055.jpg,hispa
|
| 57 |
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200056.jpg,brown_spot
|
| 58 |
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200057.jpg,hispa
|
| 59 |
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200058.jpg,tungro
|
| 60 |
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200059.jpg,bacterial_leaf_blight
|
| 61 |
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200060.jpg,hispa
|
| 62 |
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200061.jpg,dead_heart
|
| 63 |
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200062.jpg,tungro
|
| 64 |
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200063.jpg,brown_spot
|
| 65 |
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200064.jpg,tungro
|
| 66 |
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200065.jpg,tungro
|
| 67 |
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200066.jpg,tungro
|
| 68 |
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200067.jpg,brown_spot
|
| 69 |
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200068.jpg,bacterial_leaf_streak
|
| 70 |
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200069.jpg,dead_heart
|
| 71 |
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200070.jpg,dead_heart
|
| 72 |
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200071.jpg,normal
|
| 73 |
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200072.jpg,dead_heart
|
| 74 |
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200073.jpg,downy_mildew
|
| 75 |
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200074.jpg,downy_mildew
|
| 76 |
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200075.jpg,dead_heart
|
| 77 |
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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 |
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200081.jpg,dead_heart
|
| 83 |
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200082.jpg,dead_heart
|
| 84 |
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200083.jpg,bacterial_panicle_blight
|
| 85 |
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200084.jpg,dead_heart
|
| 86 |
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200085.jpg,downy_mildew
|
| 87 |
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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
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| 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
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| 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
|
| 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
|
| 110 |
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200109.jpg,tungro
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| 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
|
| 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
|
| 126 |
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200125.jpg,blast
|
| 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 |
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200130.jpg,bacterial_panicle_blight
|
| 132 |
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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 |
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200135.jpg,downy_mildew
|
| 137 |
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200136.jpg,brown_spot
|
| 138 |
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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 |
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200142.jpg,bacterial_leaf_blight
|
| 144 |
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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 |
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200153.jpg,downy_mildew
|
| 155 |
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200154.jpg,bacterial_leaf_streak
|
| 156 |
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200155.jpg,downy_mildew
|
| 157 |
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200156.jpg,bacterial_leaf_streak
|
| 158 |
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200157.jpg,bacterial_leaf_blight
|
| 159 |
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200158.jpg,tungro
|
| 160 |
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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 |
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200164.jpg,bacterial_leaf_streak
|
| 166 |
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200165.jpg,hispa
|
| 167 |
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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 |
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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 |
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200176.jpg,brown_spot
|
| 178 |
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200177.jpg,bacterial_leaf_blight
|
| 179 |
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200178.jpg,tungro
|
| 180 |
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200179.jpg,brown_spot
|
| 181 |
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200180.jpg,hispa
|
| 182 |
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200181.jpg,bacterial_leaf_streak
|
| 183 |
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200182.jpg,downy_mildew
|
| 184 |
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200183.jpg,normal
|
| 185 |
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200184.jpg,blast
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| 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
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| 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
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| 195 |
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200194.jpg,brown_spot
|
| 196 |
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200195.jpg,hispa
|
| 197 |
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200196.jpg,bacterial_panicle_blight
|
| 198 |
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200197.jpg,normal
|
| 199 |
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200198.jpg,blast
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| 200 |
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200199.jpg,tungro
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| 201 |
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| 202 |
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| 203 |
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200202.jpg,blast
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200203.jpg,brown_spot
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| 205 |
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200204.jpg,downy_mildew
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| 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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|
| 210 |
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200209.jpg,normal
|
| 211 |
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200210.jpg,tungro
|
| 212 |
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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
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| 216 |
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200215.jpg,blast
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| 217 |
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200216.jpg,brown_spot
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| 218 |
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200217.jpg,dead_heart
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| 219 |
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200218.jpg,blast
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| 220 |
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200219.jpg,brown_spot
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| 221 |
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200220.jpg,downy_mildew
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| 222 |
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200221.jpg,dead_heart
|
| 223 |
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200222.jpg,hispa
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| 224 |
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200223.jpg,dead_heart
|
| 225 |
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200224.jpg,normal
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| 226 |
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200225.jpg,hispa
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| 227 |
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200226.jpg,hispa
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| 228 |
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200227.jpg,dead_heart
|
| 229 |
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200228.jpg,blast
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| 230 |
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200229.jpg,blast
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| 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
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| 234 |
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200233.jpg,blast
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200234.jpg,blast
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| 240 |
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200239.jpg,hispa
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| 241 |
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| 242 |
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200241.jpg,hispa
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| 243 |
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200242.jpg,brown_spot
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| 244 |
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200243.jpg,tungro
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| 245 |
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200244.jpg,hispa
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| 246 |
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200245.jpg,hispa
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| 247 |
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| 248 |
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200247.jpg,tungro
|
| 249 |
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200248.jpg,normal
|
| 250 |
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200249.jpg,bacterial_panicle_blight
|
| 251 |
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200250.jpg,blast
|
| 252 |
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200251.jpg,downy_mildew
|
| 253 |
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200252.jpg,brown_spot
|
| 254 |
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200253.jpg,blast
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|
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| 257 |
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200256.jpg,blast
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| 258 |
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200258.jpg,hispa
|
| 260 |
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|
| 261 |
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200260.jpg,blast
|
| 262 |
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200261.jpg,bacterial_leaf_blight
|
| 263 |
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200262.jpg,bacterial_leaf_streak
|
| 264 |
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|
| 265 |
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200264.jpg,normal
|
| 266 |
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|
| 267 |
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200266.jpg,blast
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| 268 |
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|
| 269 |
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| 270 |
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|
| 271 |
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200270.jpg,blast
|
| 272 |
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|
| 273 |
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|
| 274 |
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|
| 275 |
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|
| 276 |
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|
| 277 |
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200276.jpg,dead_heart
|
| 278 |
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200277.jpg,normal
|
| 279 |
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200278.jpg,bacterial_leaf_blight
|
| 280 |
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200279.jpg,bacterial_leaf_streak
|
| 281 |
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200280.jpg,hispa
|
| 282 |
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|
| 283 |
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200282.jpg,normal
|
| 284 |
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200283.jpg,normal
|
| 285 |
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200284.jpg,normal
|
| 286 |
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200285.jpg,brown_spot
|
| 287 |
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200286.jpg,normal
|
| 288 |
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200287.jpg,bacterial_leaf_streak
|
| 289 |
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200288.jpg,normal
|
| 290 |
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200289.jpg,blast
|
| 291 |
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200290.jpg,normal
|
| 292 |
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|
| 293 |
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|
| 294 |
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200293.jpg,normal
|
| 295 |
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200294.jpg,hispa
|
| 296 |
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|
| 297 |
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200296.jpg,normal
|
| 298 |
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200297.jpg,blast
|
| 299 |
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200298.jpg,hispa
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| 300 |
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200299.jpg,normal
|
| 301 |
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200300.jpg,blast
|
| 302 |
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200301.jpg,tungro
|
| 303 |
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200302.jpg,dead_heart
|
| 304 |
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200303.jpg,hispa
|
| 305 |
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200304.jpg,tungro
|
| 306 |
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200305.jpg,dead_heart
|
| 307 |
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200306.jpg,blast
|
| 308 |
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200307.jpg,blast
|
| 309 |
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200308.jpg,normal
|
| 310 |
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200309.jpg,hispa
|
| 311 |
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200310.jpg,tungro
|
| 312 |
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200311.jpg,normal
|
| 313 |
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200312.jpg,normal
|
| 314 |
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200313.jpg,normal
|
| 315 |
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200314.jpg,hispa
|
| 316 |
+
200315.jpg,blast
|
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201823.jpg,tungro
|
| 1825 |
+
201824.jpg,dead_heart
|
| 1826 |
+
201825.jpg,hispa
|
| 1827 |
+
201826.jpg,bacterial_leaf_blight
|
| 1828 |
+
201827.jpg,hispa
|
| 1829 |
+
201828.jpg,blast
|
| 1830 |
+
201829.jpg,hispa
|
| 1831 |
+
201830.jpg,bacterial_panicle_blight
|
| 1832 |
+
201831.jpg,bacterial_panicle_blight
|
| 1833 |
+
201832.jpg,dead_heart
|
| 1834 |
+
201833.jpg,blast
|
| 1835 |
+
201834.jpg,brown_spot
|
| 1836 |
+
201835.jpg,blast
|
| 1837 |
+
201836.jpg,dead_heart
|
| 1838 |
+
201837.jpg,dead_heart
|
| 1839 |
+
201838.jpg,normal
|
| 1840 |
+
201839.jpg,brown_spot
|
| 1841 |
+
201840.jpg,bacterial_leaf_blight
|
| 1842 |
+
201841.jpg,hispa
|
| 1843 |
+
201842.jpg,normal
|
| 1844 |
+
201843.jpg,hispa
|
| 1845 |
+
201844.jpg,tungro
|
| 1846 |
+
201845.jpg,hispa
|
| 1847 |
+
201846.jpg,normal
|
| 1848 |
+
201847.jpg,dead_heart
|
| 1849 |
+
201848.jpg,brown_spot
|
| 1850 |
+
201849.jpg,normal
|
| 1851 |
+
201850.jpg,tungro
|
| 1852 |
+
201851.jpg,normal
|
| 1853 |
+
201852.jpg,normal
|
| 1854 |
+
201853.jpg,hispa
|
| 1855 |
+
201854.jpg,downy_mildew
|
| 1856 |
+
201855.jpg,normal
|
| 1857 |
+
201856.jpg,dead_heart
|
| 1858 |
+
201857.jpg,hispa
|
| 1859 |
+
201858.jpg,normal
|
| 1860 |
+
201859.jpg,normal
|
| 1861 |
+
201860.jpg,hispa
|
| 1862 |
+
201861.jpg,normal
|
| 1863 |
+
201862.jpg,dead_heart
|
| 1864 |
+
201863.jpg,brown_spot
|
| 1865 |
+
201864.jpg,tungro
|
| 1866 |
+
201865.jpg,blast
|
| 1867 |
+
201866.jpg,normal
|
| 1868 |
+
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 |
+
201872.jpg,normal
|
| 1874 |
+
201873.jpg,normal
|
| 1875 |
+
201874.jpg,dead_heart
|
| 1876 |
+
201875.jpg,brown_spot
|
| 1877 |
+
201876.jpg,blast
|
| 1878 |
+
201877.jpg,blast
|
| 1879 |
+
201878.jpg,normal
|
| 1880 |
+
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 |
+
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 |
+
201897.jpg,normal
|
| 1899 |
+
201898.jpg,normal
|
| 1900 |
+
201899.jpg,hispa
|
| 1901 |
+
201900.jpg,dead_heart
|
| 1902 |
+
201901.jpg,blast
|
| 1903 |
+
201902.jpg,hispa
|
| 1904 |
+
201903.jpg,tungro
|
| 1905 |
+
201904.jpg,normal
|
| 1906 |
+
201905.jpg,brown_spot
|
| 1907 |
+
201906.jpg,dead_heart
|
| 1908 |
+
201907.jpg,bacterial_leaf_streak
|
| 1909 |
+
201908.jpg,hispa
|
| 1910 |
+
201909.jpg,normal
|
| 1911 |
+
201910.jpg,tungro
|
| 1912 |
+
201911.jpg,blast
|
| 1913 |
+
201912.jpg,dead_heart
|
| 1914 |
+
201913.jpg,tungro
|
| 1915 |
+
201914.jpg,normal
|
| 1916 |
+
201915.jpg,blast
|
| 1917 |
+
201916.jpg,brown_spot
|
| 1918 |
+
201917.jpg,tungro
|
| 1919 |
+
201918.jpg,hispa
|
| 1920 |
+
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 |
+
201933.jpg,brown_spot
|
| 1935 |
+
201934.jpg,normal
|
| 1936 |
+
201935.jpg,downy_mildew
|
| 1937 |
+
201936.jpg,brown_spot
|
| 1938 |
+
201937.jpg,normal
|
| 1939 |
+
201938.jpg,hispa
|
| 1940 |
+
201939.jpg,dead_heart
|
| 1941 |
+
201940.jpg,brown_spot
|
| 1942 |
+
201941.jpg,hispa
|
| 1943 |
+
201942.jpg,downy_mildew
|
| 1944 |
+
201943.jpg,brown_spot
|
| 1945 |
+
201944.jpg,bacterial_leaf_streak
|
| 1946 |
+
201945.jpg,blast
|
| 1947 |
+
201946.jpg,bacterial_leaf_blight
|
| 1948 |
+
201947.jpg,dead_heart
|
| 1949 |
+
201948.jpg,bacterial_leaf_streak
|
| 1950 |
+
201949.jpg,bacterial_panicle_blight
|
| 1951 |
+
201950.jpg,bacterial_panicle_blight
|
| 1952 |
+
201951.jpg,hispa
|
| 1953 |
+
201952.jpg,normal
|
| 1954 |
+
201953.jpg,dead_heart
|
| 1955 |
+
201954.jpg,brown_spot
|
| 1956 |
+
201955.jpg,dead_heart
|
| 1957 |
+
201956.jpg,dead_heart
|
| 1958 |
+
201957.jpg,blast
|
| 1959 |
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201958.jpg,normal
|
| 1960 |
+
201959.jpg,tungro
|
| 1961 |
+
201960.jpg,hispa
|
| 1962 |
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201961.jpg,hispa
|
| 1963 |
+
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 |
+
201966.jpg,normal
|
| 1968 |
+
201967.jpg,bacterial_leaf_streak
|
| 1969 |
+
201968.jpg,dead_heart
|
| 1970 |
+
201969.jpg,dead_heart
|
| 1971 |
+
201970.jpg,blast
|
| 1972 |
+
201971.jpg,blast
|
| 1973 |
+
201972.jpg,downy_mildew
|
| 1974 |
+
201973.jpg,downy_mildew
|
| 1975 |
+
201974.jpg,hispa
|
| 1976 |
+
201975.jpg,blast
|
| 1977 |
+
201976.jpg,hispa
|
| 1978 |
+
201977.jpg,hispa
|
| 1979 |
+
201978.jpg,dead_heart
|
| 1980 |
+
201979.jpg,tungro
|
| 1981 |
+
201980.jpg,blast
|
| 1982 |
+
201981.jpg,tungro
|
| 1983 |
+
201982.jpg,dead_heart
|
| 1984 |
+
201983.jpg,normal
|
| 1985 |
+
201984.jpg,hispa
|
| 1986 |
+
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 |
+
201991.jpg,blast
|
| 1993 |
+
201992.jpg,normal
|
| 1994 |
+
201993.jpg,hispa
|
| 1995 |
+
201994.jpg,hispa
|
| 1996 |
+
201995.jpg,brown_spot
|
| 1997 |
+
201996.jpg,hispa
|
| 1998 |
+
201997.jpg,hispa
|
| 1999 |
+
201998.jpg,tungro
|
| 2000 |
+
201999.jpg,tungro
|
| 2001 |
+
202000.jpg,hispa
|
| 2002 |
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202001.jpg,hispa
|
| 2003 |
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202002.jpg,blast
|
| 2004 |
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202003.jpg,normal
|
| 2005 |
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202004.jpg,blast
|
| 2006 |
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202005.jpg,brown_spot
|
| 2007 |
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202006.jpg,normal
|
| 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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202010.jpg,blast
|
| 2012 |
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202011.jpg,blast
|
| 2013 |
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202012.jpg,brown_spot
|
| 2014 |
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202013.jpg,hispa
|
| 2015 |
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202014.jpg,dead_heart
|
| 2016 |
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202015.jpg,normal
|
| 2017 |
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202016.jpg,dead_heart
|
| 2018 |
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|
| 2019 |
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|
| 2020 |
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|
| 2021 |
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202020.jpg,blast
|
| 2022 |
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202021.jpg,blast
|
| 2023 |
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202022.jpg,hispa
|
| 2024 |
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|
| 2025 |
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202024.jpg,brown_spot
|
| 2026 |
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202025.jpg,dead_heart
|
| 2027 |
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202026.jpg,normal
|
| 2028 |
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202027.jpg,bacterial_leaf_blight
|
| 2029 |
+
202028.jpg,dead_heart
|
| 2030 |
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202029.jpg,dead_heart
|
| 2031 |
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202030.jpg,downy_mildew
|
| 2032 |
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202031.jpg,tungro
|
| 2033 |
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202032.jpg,normal
|
| 2034 |
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202033.jpg,tungro
|
| 2035 |
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202034.jpg,tungro
|
| 2036 |
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202035.jpg,tungro
|
| 2037 |
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202036.jpg,brown_spot
|
| 2038 |
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|
| 2039 |
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202038.jpg,bacterial_panicle_blight
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| 2040 |
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202039.jpg,normal
|
| 2041 |
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202040.jpg,normal
|
| 2042 |
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202041.jpg,bacterial_leaf_blight
|
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202042.jpg,hispa
|
| 2044 |
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202043.jpg,tungro
|
| 2045 |
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202044.jpg,bacterial_panicle_blight
|
| 2046 |
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202045.jpg,blast
|
| 2047 |
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202046.jpg,tungro
|
| 2048 |
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202047.jpg,tungro
|
| 2049 |
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|
| 2050 |
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| 2054 |
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| 2055 |
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|
| 2059 |
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202058.jpg,tungro
|
| 2060 |
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| 2061 |
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| 2062 |
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| 2063 |
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202062.jpg,blast
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| 2064 |
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| 2065 |
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202064.jpg,tungro
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| 2067 |
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| 2068 |
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| 2069 |
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202068.jpg,hispa
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| 2070 |
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| 2074 |
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| 2075 |
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202074.jpg,normal
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202075.jpg,bacterial_panicle_blight
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202076.jpg,normal
|
| 2078 |
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202077.jpg,hispa
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| 2079 |
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202078.jpg,tungro
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| 2080 |
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| 2081 |
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| 2082 |
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| 2087 |
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| 2089 |
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| 2090 |
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| 2091 |
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| 2092 |
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| 2094 |
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| 2095 |
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| 2096 |
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202095.jpg,normal
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| 2097 |
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| 2098 |
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|
| 2099 |
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|
| 2100 |
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202099.jpg,hispa
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| 2101 |
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|
| 2102 |
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|
| 2103 |
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|
| 2104 |
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| 2105 |
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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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|
| 2112 |
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202111.jpg,normal
|
| 2113 |
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|
| 2114 |
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|
| 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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|
| 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
|
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|
| 2125 |
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202124.jpg,normal
|
| 2126 |
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|
| 2127 |
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|
| 2128 |
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|
| 2129 |
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|
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|
| 2131 |
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202130.jpg,brown_spot
|
| 2132 |
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|
| 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
|
| 2143 |
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202142.jpg,tungro
|
| 2144 |
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202143.jpg,bacterial_leaf_streak
|
| 2145 |
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202144.jpg,hispa
|
| 2146 |
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202145.jpg,brown_spot
|
| 2147 |
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202146.jpg,brown_spot
|
| 2148 |
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202147.jpg,normal
|
| 2149 |
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202148.jpg,tungro
|
| 2150 |
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202149.jpg,normal
|
| 2151 |
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202150.jpg,dead_heart
|
| 2152 |
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202151.jpg,bacterial_leaf_blight
|
| 2153 |
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202152.jpg,tungro
|
| 2154 |
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202153.jpg,dead_heart
|
| 2155 |
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202154.jpg,dead_heart
|
| 2156 |
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202155.jpg,dead_heart
|
| 2157 |
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202156.jpg,blast
|
| 2158 |
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202157.jpg,normal
|
| 2159 |
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202158.jpg,hispa
|
| 2160 |
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|
| 2161 |
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202160.jpg,normal
|
| 2162 |
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202161.jpg,dead_heart
|
| 2163 |
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202162.jpg,dead_heart
|
| 2164 |
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202163.jpg,blast
|
| 2165 |
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202164.jpg,downy_mildew
|
| 2166 |
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202165.jpg,tungro
|
| 2167 |
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202166.jpg,hispa
|
| 2168 |
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|
| 2169 |
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202168.jpg,blast
|
| 2170 |
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202169.jpg,tungro
|
| 2171 |
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202170.jpg,normal
|
| 2172 |
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202171.jpg,normal
|
| 2173 |
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202172.jpg,normal
|
| 2174 |
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202173.jpg,normal
|
| 2175 |
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202174.jpg,normal
|
| 2176 |
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202175.jpg,blast
|
| 2177 |
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202176.jpg,brown_spot
|
| 2178 |
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202177.jpg,brown_spot
|
| 2179 |
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202178.jpg,bacterial_leaf_blight
|
| 2180 |
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202179.jpg,hispa
|
| 2181 |
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202180.jpg,normal
|
| 2182 |
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202181.jpg,normal
|
| 2183 |
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202182.jpg,blast
|
| 2184 |
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202183.jpg,hispa
|
| 2185 |
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202184.jpg,downy_mildew
|
| 2186 |
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202185.jpg,bacterial_panicle_blight
|
| 2187 |
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202186.jpg,normal
|
| 2188 |
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202187.jpg,hispa
|
| 2189 |
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202188.jpg,blast
|
| 2190 |
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202189.jpg,blast
|
| 2191 |
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202190.jpg,normal
|
| 2192 |
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202191.jpg,downy_mildew
|
| 2193 |
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202192.jpg,normal
|
| 2194 |
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202193.jpg,normal
|
| 2195 |
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202194.jpg,tungro
|
| 2196 |
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202195.jpg,dead_heart
|
| 2197 |
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202196.jpg,brown_spot
|
| 2198 |
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202197.jpg,hispa
|
| 2199 |
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202198.jpg,blast
|
| 2200 |
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202199.jpg,blast
|
| 2201 |
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202200.jpg,dead_heart
|
| 2202 |
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202201.jpg,hispa
|
| 2203 |
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202202.jpg,dead_heart
|
| 2204 |
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202203.jpg,dead_heart
|
| 2205 |
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202204.jpg,normal
|
| 2206 |
+
202205.jpg,hispa
|
| 2207 |
+
202206.jpg,dead_heart
|
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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
|
|
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