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image
imagewidth (px)
1.08k
1.08k
label
class label
4 classes
disease_type_metadata
stringclasses
4 values
vineyard
stringclasses
28 values
latitude
float64
18.7
18.8
longitude
float64
74
74.1
capture_time
stringdate
2023-06-15 07:30:00+0530
2023-06-15 20:00:00+0530
lighting
stringclasses
3 values
weather
stringclasses
3 values
0black_rot
Black Rot
Vineyard_22
18.785238
73.994949
2023-06-15T15:13:00+05:30
Overcast
Humid
0black_rot
Black Rot
Vineyard_28
18.731029
73.977206
2023-06-15T12:58:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_14
18.802297
74.027516
2023-06-15T12:36:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_20
18.77582
74.00055
2023-06-15T08:40:00+05:30
Overcast
Humid
0black_rot
Black Rot
Vineyard_8
18.79058
74.002429
2023-06-15T18:02:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_22
18.785238
73.994949
2023-06-15T13:27:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_5
18.787652
74.069949
2023-06-15T17:35:00+05:30
Overcast
Humid
0black_rot
Black Rot
Vineyard_4
18.770889
74.024265
2023-06-15T07:56:00+05:30
Overcast
Windy
0black_rot
Black Rot
Vineyard_10
18.734004
74.054693
2023-06-15T15:23:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_27
18.813327
74.000935
2023-06-15T19:19:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_4
18.770889
74.024265
2023-06-15T07:52:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_2
18.820314
74.020172
2023-06-15T15:01:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_5
18.787652
74.069949
2023-06-15T18:48:00+05:30
Natural sunlight
Clear
0black_rot
Black Rot
Vineyard_19
18.797457
74.069644
2023-06-15T12:38:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_7
18.821137
74.04974
2023-06-15T07:37:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_21
18.783722
73.996978
2023-06-15T07:53:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_6
18.780766
74.008972
2023-06-15T13:25:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_22
18.785238
73.994949
2023-06-15T08:29:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_26
18.772686
74.01904
2023-06-15T09:39:00+05:30
Partly cloudy
Windy
0black_rot
Black Rot
Vineyard_5
18.787652
74.069949
2023-06-15T10:04:00+05:30
Overcast
Humid
0black_rot
Black Rot
Vineyard_19
18.797457
74.069644
2023-06-15T12:36:00+05:30
Natural sunlight
Clear
0black_rot
Black Rot
Vineyard_19
18.797457
74.069644
2023-06-15T19:23:00+05:30
Natural sunlight
Clear
0black_rot
Black Rot
Vineyard_9
18.798335
74.046139
2023-06-15T17:50:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_25
18.753966
74.028567
2023-06-15T10:16:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_7
18.821137
74.04974
2023-06-15T10:29:00+05:30
Natural sunlight
Windy
0black_rot
Black Rot
Vineyard_15
18.800151
74.060004
2023-06-15T14:49:00+05:30
Partly cloudy
Windy
0black_rot
Black Rot
Vineyard_10
18.734004
74.054693
2023-06-15T18:47:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_24
18.80256
73.971838
2023-06-15T08:26:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_6
18.780766
74.008972
2023-06-15T18:54:00+05:30
Overcast
Humid
0black_rot
Black Rot
Vineyard_10
18.734004
74.054693
2023-06-15T19:30:00+05:30
Natural sunlight
Windy
0black_rot
Black Rot
Vineyard_15
18.800151
74.060004
2023-06-15T13:41:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_16
18.735187
74.005753
2023-06-15T12:31:00+05:30
Overcast
Windy
0black_rot
Black Rot
Vineyard_16
18.735187
74.005753
2023-06-15T17:40:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_16
18.735187
74.005753
2023-06-15T15:28:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_22
18.785238
73.994949
2023-06-15T18:48:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_24
18.80256
73.971838
2023-06-15T08:57:00+05:30
Partly cloudy
Windy
0black_rot
Black Rot
Vineyard_17
18.750256
73.99016
2023-06-15T13:41:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_16
18.735187
74.005753
2023-06-15T17:39:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_24
18.80256
73.971838
2023-06-15T08:25:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_22
18.785238
73.994949
2023-06-15T08:56:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_13
18.742834
74.051588
2023-06-15T12:56:00+05:30
Partly cloudy
Windy
0black_rot
Black Rot
Vineyard_23
18.802795
74.069959
2023-06-15T07:53:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_21
18.783722
73.996978
2023-06-15T14:07:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_26
18.772686
74.01904
2023-06-15T17:24:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_17
18.750256
73.99016
2023-06-15T09:01:00+05:30
Partly cloudy
Windy
0black_rot
Black Rot
Vineyard_2
18.820314
74.020172
2023-06-15T13:58:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_27
18.813327
74.000935
2023-06-15T15:04:00+05:30
Partly cloudy
Windy
0black_rot
Black Rot
Vineyard_21
18.783722
73.996978
2023-06-15T13:37:00+05:30
Overcast
Windy
0black_rot
Black Rot
Vineyard_11
18.828946
74.02347
2023-06-15T07:41:00+05:30
Natural sunlight
Clear
0black_rot
Black Rot
Vineyard_3
18.816013
73.979374
2023-06-15T18:57:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_10
18.734004
74.054693
2023-06-15T14:47:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_4
18.770889
74.024265
2023-06-15T17:31:00+05:30
Overcast
Humid
0black_rot
Black Rot
Vineyard_20
18.77582
74.00055
2023-06-15T18:36:00+05:30
Natural sunlight
Windy
0black_rot
Black Rot
Vineyard_6
18.780766
74.008972
2023-06-15T17:20:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_5
18.787652
74.069949
2023-06-15T19:21:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_18
18.744878
74.01864
2023-06-15T08:45:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_8
18.79058
74.002429
2023-06-15T19:40:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_16
18.735187
74.005753
2023-06-15T10:08:00+05:30
Overcast
Windy
0black_rot
Black Rot
Vineyard_6
18.780766
74.008972
2023-06-15T14:02:00+05:30
Natural sunlight
Clear
0black_rot
Black Rot
Vineyard_17
18.750256
73.99016
2023-06-15T09:57:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_23
18.802795
74.069959
2023-06-15T08:19:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_24
18.80256
73.971838
2023-06-15T15:30:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_1
18.810208
73.989924
2023-06-15T07:47:00+05:30
Overcast
Windy
0black_rot
Black Rot
Vineyard_24
18.80256
73.971838
2023-06-15T17:11:00+05:30
Partly cloudy
Windy
0black_rot
Black Rot
Vineyard_3
18.816013
73.979374
2023-06-15T10:19:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_8
18.79058
74.002429
2023-06-15T17:58:00+05:30
Overcast
Humid
0black_rot
Black Rot
Vineyard_10
18.734004
74.054693
2023-06-15T18:14:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_25
18.753966
74.028567
2023-06-15T17:20:00+05:30
Partly cloudy
Windy
0black_rot
Black Rot
Vineyard_26
18.772686
74.01904
2023-06-15T17:59:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_23
18.802795
74.069959
2023-06-15T07:55:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_24
18.80256
73.971838
2023-06-15T09:07:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_23
18.802795
74.069959
2023-06-15T08:41:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_5
18.787652
74.069949
2023-06-15T18:56:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_10
18.734004
74.054693
2023-06-15T19:42:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_17
18.750256
73.99016
2023-06-15T09:03:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_28
18.731029
73.977206
2023-06-15T13:11:00+05:30
Partly cloudy
Windy
0black_rot
Black Rot
Vineyard_15
18.800151
74.060004
2023-06-15T09:04:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_4
18.770889
74.024265
2023-06-15T18:30:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_3
18.816013
73.979374
2023-06-15T08:23:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_17
18.750256
73.99016
2023-06-15T19:51:00+05:30
Natural sunlight
Clear
0black_rot
Black Rot
Vineyard_15
18.800151
74.060004
2023-06-15T08:38:00+05:30
Overcast
Humid
0black_rot
Black Rot
Vineyard_11
18.828946
74.02347
2023-06-15T19:59:00+05:30
Natural sunlight
Clear
0black_rot
Black Rot
Vineyard_27
18.813327
74.000935
2023-06-15T15:24:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_26
18.772686
74.01904
2023-06-15T10:15:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_5
18.787652
74.069949
2023-06-15T12:48:00+05:30
Overcast
Humid
0black_rot
Black Rot
Vineyard_27
18.813327
74.000935
2023-06-15T19:35:00+05:30
Natural sunlight
Humid
0black_rot
Black Rot
Vineyard_20
18.77582
74.00055
2023-06-15T19:42:00+05:30
Natural sunlight
Clear
0black_rot
Black Rot
Vineyard_13
18.742834
74.051588
2023-06-15T17:43:00+05:30
Overcast
Windy
0black_rot
Black Rot
Vineyard_25
18.753966
74.028567
2023-06-15T19:16:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_5
18.787652
74.069949
2023-06-15T08:32:00+05:30
Overcast
Windy
0black_rot
Black Rot
Vineyard_17
18.750256
73.99016
2023-06-15T17:41:00+05:30
Overcast
Clear
0black_rot
Black Rot
Vineyard_20
18.77582
74.00055
2023-06-15T14:28:00+05:30
Overcast
Windy
0black_rot
Black Rot
Vineyard_25
18.753966
74.028567
2023-06-15T09:07:00+05:30
Partly cloudy
Clear
0black_rot
Black Rot
Vineyard_22
18.785238
73.994949
2023-06-15T13:39:00+05:30
Natural sunlight
Clear
0black_rot
Black Rot
Vineyard_26
18.772686
74.01904
2023-06-15T15:13:00+05:30
Natural sunlight
Windy
0black_rot
Black Rot
Vineyard_7
18.821137
74.04974
2023-06-15T19:56:00+05:30
Overcast
Windy
0black_rot
Black Rot
Vineyard_9
18.798335
74.046139
2023-06-15T09:52:00+05:30
Natural sunlight
Windy
0black_rot
Black Rot
Vineyard_22
18.785238
73.994949
2023-06-15T08:26:00+05:30
Partly cloudy
Humid
0black_rot
Black Rot
Vineyard_7
18.821137
74.04974
2023-06-15T19:55:00+05:30
Natural sunlight
Windy
0black_rot
Black Rot
Vineyard_23
18.802795
74.069959
2023-06-15T13:53:00+05:30
Partly cloudy
Humid
End of preview. Expand in Data Studio

Gvlid Grapevine Leaf Disease

GVLiD (GrapeVine Leaf identification of the Diseases) is a grapevine leaf disease classification set of 3,477 field photographs at 1080 x 1080 pixels in four classes as published: healthy (1,109), black rot (808), Esca (888) and leaf blight (672). The photos were taken from different angles during vineyard visits in Maharashtra, India, with smartphones, by authors at Annasaheb Dange College of Engineering and Technology. The record's metadata.json gives each photo a vineyard (28 named vineyards with GPS points east of Pune), a capture time, lighting, weather and a device; these are kept as columns as published, with the caveat that they look templated (every photo on 2023-06-15 with one device, and lighting and weather each split evenly three ways). The disease_type_metadata column repeats the metadata's disease field, which disagrees with the class folder for one photo. Mendeley Data version 5. The dataset contains 3,477 images across 4 classes: black_rot, esca, healthy, leaf_blight.
Images per class:

  • black_rot: 808
  • esca: 888
  • healthy: 1,109
  • leaf_blight: 672

This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.

Citation

<!-- TODO: add BibTeX citation -->

The dataset itself can be cited as:

Shikalgar, A., Savalkar, A., Bhasme, A., Chavan, S., & Nikam, V. (2026). GVLiD: GrapeVine Leaf identification of the Diseases [Dataset]. Mendeley Data. https://doi.org/10.17632/WKYMF8BHCG.5

This dataset was reformatted from its original format to match HuggingFace standards.

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