image
imagewidth (px)
2.59k
5.18k
labels
sequencelengths
1
3
label_names
sequencelengths
1
3
image_id
stringlengths
16
16
[ 2 ]
[ "healthy" ]
84a507f705587f78
[ 2 ]
[ "healthy" ]
ea1f8a6aa6c295c9
[ 5 ]
[ "scab" ]
aaff179080d1a9d5
[ 2 ]
[ "healthy" ]
e1c5e346132e561f
[ 5, 1, 0 ]
[ "scab", "frog_eye_leaf_spot", "complex" ]
e585859a1fbc50e5
[ 5 ]
[ "scab" ]
cf220abac88eff48
[ 5 ]
[ "scab" ]
f5c1d6b74a9049ca
[ 2 ]
[ "healthy" ]
bfc5834eb185a3a8
[ 1 ]
[ "frog_eye_leaf_spot" ]
8bca528e4ec64eba
[ 5 ]
[ "scab" ]
ff3180f01eeb4985
[ 5, 1 ]
[ "scab", "frog_eye_leaf_spot" ]
aad5c5866a386b35
[ 4 ]
[ "rust" ]
f48552886dbb7594
[ 5 ]
[ "scab" ]
df95639e30cc91c4
[ 4 ]
[ "rust" ]
c22ec0e68ef6b616
[ 3 ]
[ "powdery_mildew" ]
e0bf978b4ac56825
[ 3, 0 ]
[ "powdery_mildew", "complex" ]
bf4092df4d6d2494
[ 0 ]
[ "complex" ]
fd36d2908bc189cb
[ 1 ]
[ "frog_eye_leaf_spot" ]
a0059f36ad36b4ec
[ 2 ]
[ "healthy" ]
8f302a9511b7e74e
[ 3 ]
[ "powdery_mildew" ]
dfe3609dc27034b4
[ 5 ]
[ "scab" ]
92b2e949b781ab8b
[ 1 ]
[ "frog_eye_leaf_spot" ]
b281e89695fc84ee
[ 5, 1 ]
[ "scab", "frog_eye_leaf_spot" ]
acf29ac1c9ce2792
[ 2 ]
[ "healthy" ]
c2b68e8dc1cf7524
[ 5 ]
[ "scab" ]
eaf485908ebad8aa
[ 5 ]
[ "scab" ]
b4c2db760d86718e
[ 1 ]
[ "frog_eye_leaf_spot" ]
bd0ccc76c6306b9a
[ 2 ]
[ "healthy" ]
a8e595caca6d9c54
[ 2 ]
[ "healthy" ]
a23db21ee88be04f
[ 0 ]
[ "complex" ]
aaae9592aa5b5a83
[ 5, 1, 0 ]
[ "scab", "frog_eye_leaf_spot", "complex" ]
c1c6b16eb5a4372c
[ 2 ]
[ "healthy" ]
e53fdc724be05844
[ 5 ]
[ "scab" ]
e26ec8d234e92b33
[ 5, 1 ]
[ "scab", "frog_eye_leaf_spot" ]
abfdb70914c81ad1
[ 1 ]
[ "frog_eye_leaf_spot" ]
c86071d71ec67c1e
[ 4 ]
[ "rust" ]
f0c115ae3c593799
[ 1 ]
[ "frog_eye_leaf_spot" ]
f32a82871ace9f70
[ 5, 1 ]
[ "scab", "frog_eye_leaf_spot" ]
a0f4d2abc5f18ac5
[ 1 ]
[ "frog_eye_leaf_spot" ]
bf2dc0f2bdc2a016
[ 5, 1 ]
[ "scab", "frog_eye_leaf_spot" ]
a592db1dcb794071
[ 0 ]
[ "complex" ]
fad00fe6609bc3c1
[ 5 ]
[ "scab" ]
dce95299abda4183
[ 2 ]
[ "healthy" ]
ed21c98b008df2fd
[ 3 ]
[ "powdery_mildew" ]
d4996c34398e9e4b
[ 2 ]
[ "healthy" ]
b47199950ddf268c
[ 0 ]
[ "complex" ]
dc69699714e56a26
[ 4 ]
[ "rust" ]
b788c7f41a1d2572
[ 2 ]
[ "healthy" ]
b47e86749a321d4b
[ 1 ]
[ "frog_eye_leaf_spot" ]
aeb1ae9b060fd486
[ 3 ]
[ "powdery_mildew" ]
8998c78e92ee1bc6
[ 5 ]
[ "scab" ]
dfcd6038805c7f91
[ 2 ]
[ "healthy" ]
d76a39826033bcce
[ 2 ]
[ "healthy" ]
a9e89496bfda484a
[ 0 ]
[ "complex" ]
89f9890060bbfe6d
[ 1 ]
[ "frog_eye_leaf_spot" ]
b4fb93f14989342c
[ 2 ]
[ "healthy" ]
c2531ed92c9b9d64
[ 5 ]
[ "scab" ]
d3ae839a22bbb6a0
[ 5 ]
[ "scab" ]
f2c8c94c2d313ee3
[ 4 ]
[ "rust" ]
e52aca58c89f35c5
[ 2 ]
[ "healthy" ]
e57042c3d79749ca
[ 2 ]
[ "healthy" ]
a5726ac19226dae7
[ 2 ]
[ "healthy" ]
a2e4d364c0edd95a
[ 2 ]
[ "healthy" ]
81d291cad9657d35
[ 5 ]
[ "scab" ]
a649c20cdcbf2d53
[ 2 ]
[ "healthy" ]
d2b82feb78ec8d00
[ 0 ]
[ "complex" ]
fe2f89368b14c455
[ 2 ]
[ "healthy" ]
b6f48968b991958e
[ 4 ]
[ "rust" ]
f10e4fda208af696
[ 2 ]
[ "healthy" ]
aacaa2da5a38da71
[ 5, 1 ]
[ "scab", "frog_eye_leaf_spot" ]
f07ac7cd1ae0e183
[ 4 ]
[ "rust" ]
e37e1e02c1d0cc5f
[ 1 ]
[ "frog_eye_leaf_spot" ]
b9f2d7c620c15a2d
[ 2 ]
[ "healthy" ]
f5929268cae93533
[ 2 ]
[ "healthy" ]
cb668b3b194bb1c8
[ 2 ]
[ "healthy" ]
e63ab47a94411ced
[ 4 ]
[ "rust" ]
f0c1b0d5d58b9a1d
[ 1 ]
[ "frog_eye_leaf_spot" ]
dd279194241d8fb3
[ 4 ]
[ "rust" ]
85bf39e025c7c41e
[ 4 ]
[ "rust" ]
e5daa550d94a46dc
[ 5, 1 ]
[ "scab", "frog_eye_leaf_spot" ]
bcf8ec0f0f3e9048
[ 2 ]
[ "healthy" ]
d594839c6bed310b
[ 2 ]
[ "healthy" ]
bf93801bb0aad24f
[ 4 ]
[ "rust" ]
b213939d2be9e0a9
[ 2 ]
[ "healthy" ]
cea794b9743985c8
[ 2 ]
[ "healthy" ]
aa6ed6a68b9e488c
[ 5 ]
[ "scab" ]
f0828370de47daf4
[ 2 ]
[ "healthy" ]
eb66c3e3c112c5d2
[ 5, 1, 0 ]
[ "scab", "frog_eye_leaf_spot", "complex" ]
caaf5551b7585458
[ 4 ]
[ "rust" ]
80f16ecf7844c5b5
[ 5, 1, 0 ]
[ "scab", "frog_eye_leaf_spot", "complex" ]
f2b04abc9e4a9d52
[ 2 ]
[ "healthy" ]
f53dc01296d82aed
[ 2 ]
[ "healthy" ]
a078c38cdfae5554
[ 2 ]
[ "healthy" ]
a5d6da89493522eb
[ 5 ]
[ "scab" ]
9f3c9c118f1701be
[ 0 ]
[ "complex" ]
e5f012f3da61113b
[ 2 ]
[ "healthy" ]
e7ba97c10ada618c
[ 5, 1 ]
[ "scab", "frog_eye_leaf_spot" ]
9a6328ee7ae70c1c
[ 2 ]
[ "healthy" ]
c1fd2926bd52d825
[ 5 ]
[ "scab" ]
e1ea2a83faa44379
[ 5 ]
[ "scab" ]
9dec7e9244d26932

Description

Dataset from the Plant Pathology 2021 (FGVC8) Challenge.

' For Plant Pathology 2021-FGVC8, we have significantly increased the number of foliar disease images and added additional disease categories. This year’s dataset contains approximately 23,000 high-quality RGB images of apple foliar diseases, including a large expert-annotated disease dataset. This dataset reflects real field scenarios by representing non-homogeneous backgrounds of leaf images taken at different maturity stages and at different times of day under different focal camera settings. '

The original dataset has one train split and a test split that was hidden for the challenge. I have taken 10% of train for a validation, using stratified sampling. I do not have access to the test samples.

Usage

This dataset is serving as a canonical example for multi-label image classificatino datasets with timm. The additions to train & val scripts for this are a WIP...

Citation

Thapa, Ranjita, Zhang, Kai, Snavely, Noah, Belongie, Serge, and Khan, Awais. Plant Pathology 2021 - FGVC8.
https://kaggle.com/competitions/plant-pathology-2021-fgvc8, 2021. Kaggle.
Downloads last month
264