Image Classification
Transformers
Safetensors
English
vit
vision
biology
ecology
phenology
plants
plant-phenology
leaf-phenology
iNaturalist
Eval Results (legacy)
Instructions to use phenobase/phenovisionL with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use phenobase/phenovisionL with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="phenobase/phenovisionL") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# Load model directly from transformers import AutoImageProcessor, AutoModelForImageClassification processor = AutoImageProcessor.from_pretrained("phenobase/phenovisionL") model = AutoModelForImageClassification.from_pretrained("phenobase/phenovisionL") - Notebooks
- Google Colab
- Kaggle
Add family-level accuracy statistics
Browse files- family_stats.csv +59 -0
family_stats.csv
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
test,family,equiv_prop_gr,equiv_prop_cl,equiv_prop_bb,count,.accuracy_family_leaves_green,.accuracy_family_leaves_colored,.accuracy_family_leaves_breaking_buds,.accuracy_family_leaves_green_incl_equiv,.accuracy_family_leaves_colored_incl_equiv,.accuracy_family_leaves_breaking_buds_incl_equiv
|
| 2 |
+
test,Altingiaceae,0.06930693069306931,0.10891089108910891,0.019801980198019802,101,0.9787234042553191,1,0.98989898989899,0.9504950495049505,0.9405940594059405,0.9900990099009901
|
| 3 |
+
test,Anacardiaceae,0.03950617283950617,0.11358024691358025,0.006172839506172839,810,0.980719794344473,0.9874651810584958,1,0.9567901234567902,0.9320987654320988,0.9987654320987654
|
| 4 |
+
test,Annonaceae,0.03821656050955414,0.12738853503184713,0.006369426751592357,314,0.9867549668874173,0.9890510948905109,0.9967948717948718,0.9617834394904459,0.9235668789808917,0.9936305732484076
|
| 5 |
+
test,Apocynaceae,0.06818181818181818,0.045454545454545456,0,44,0.975609756097561,1,1,0.9772727272727273,1,1
|
| 6 |
+
test,Aquifoliaceae,0.014240506329113924,0.05221518987341772,0,632,1,0.998330550918197,1,0.9889240506329114,0.9572784810126582,1
|
| 7 |
+
test,Araliaceae,0.047058823529411764,0.09411764705882353,0,85,0.9876543209876543,1,1,0.9529411764705882,0.9176470588235294,1
|
| 8 |
+
test,Asteraceae,0.5,0,0.5,2,1,1,1,1,1,1
|
| 9 |
+
test,Berberidaceae,0.045584045584045586,0.18233618233618235,0.002849002849002849,351,0.9791044776119403,0.9895470383275261,1,0.9487179487179487,0.8774928774928775,0.9971509971509972
|
| 10 |
+
test,Betulaceae,0.05154639175257732,0.04639175257731959,0.01288659793814433,388,0.9836956521739131,1,0.9921671018276762,0.9484536082474226,0.979381443298969,0.9871134020618557
|
| 11 |
+
test,Bignoniaceae,0.04,0.08,0,25,0.9583333333333334,1,1,0.96,1,1
|
| 12 |
+
test,Calycanthaceae,0,0,0.1,10,1,1,1,1,1,1
|
| 13 |
+
test,Cannabaceae,0.034782608695652174,0.09565217391304348,0.017391304347826087,115,0.972972972972973,0.9903846153846154,1,0.9565217391304348,0.9304347826086956,0.991304347826087
|
| 14 |
+
test,Caprifoliaceae,0.015779092702169626,0.13954635108481261,0.002465483234714004,2028,0.9964929859719439,0.994269340974212,0.9995056846267919,0.9861932938856016,0.9142011834319527,0.9985207100591716
|
| 15 |
+
test,Celastraceae,0.03903903903903904,0.06606606606606606,0.009009009009009009,333,0.98125,0.9871382636655949,0.996969696969697,0.954954954954955,0.9519519519519519,0.993993993993994
|
| 16 |
+
test,Clethraceae,0.043478260869565216,0.13043478260869565,0,23,1,0.95,1,1,0.9130434782608695,1
|
| 17 |
+
test,Cornaceae,0.06825938566552901,0.09215017064846416,0.017064846416382253,293,0.9743589743589743,0.9774436090225563,1,0.9215017064846417,0.9351535836177475,0.9931740614334471
|
| 18 |
+
test,Ebenaceae,0.02127659574468085,0.05851063829787234,0.0026595744680851063,376,0.9945652173913043,0.9943502824858758,1,0.973404255319149,0.9468085106382979,0.9973404255319149
|
| 19 |
+
test,Elaeagnaceae,0.023529411764705882,0.10588235294117647,0.03529411764705882,85,1,1,0.9878048780487805,0.9764705882352941,0.9294117647058824,0.9529411764705882
|
| 20 |
+
test,Ericaceae,0.05604719764011799,0.0943952802359882,0.01327433628318584,678,0.978125,0.990228013029316,0.9955156950672646,0.9351032448377581,0.9454277286135693,0.9867256637168141
|
| 21 |
+
test,Euphorbiaceae,0.11764705882352941,0.14705882352941177,0,34,1,1,1,0.9705882352941176,0.9411764705882353,1
|
| 22 |
+
test,Fabaceae,0.048458149779735685,0.10572687224669604,0.00881057268722467,227,0.9814814814814815,0.9852216748768473,1,0.947136563876652,0.9118942731277533,1
|
| 23 |
+
test,Fagaceae,0.027277686852154936,0.09929078014184398,0.00436442989634479,1833,0.9927089175546832,0.9872804360993337,0.9972602739726028,0.9743589743589743,0.9383524277141299,0.994544462629569
|
| 24 |
+
test,Grossulariaceae,0.1188118811881188,0.039603960396039604,0.06930693069306931,101,0.9775280898876404,1,0.9893617021276596,0.9405940594059405,0.9801980198019802,0.9504950495049505
|
| 25 |
+
test,Hamamelidaceae,0.030612244897959183,0.061224489795918366,0.01020408163265306,98,0.9894736842105263,1,1,0.9897959183673469,0.9897959183673469,1
|
| 26 |
+
test,Hydrangeaceae,0,0,0,6,0.8333333333333334,1,1,0.8333333333333334,1,1
|
| 27 |
+
test,Juglandaceae,0.029023746701846966,0.052770448548812667,0.010554089709762533,379,0.9891304347826086,0.9916434540389972,0.992,0.9683377308707124,0.9577836411609498,0.9815303430079155
|
| 28 |
+
test,Lauraceae,0.029304029304029304,0.09523809523809523,0.01098901098901099,273,0.9811320754716981,0.9959514170040485,0.9925925925925926,0.9597069597069597,0.9413919413919414,0.9853479853479854
|
| 29 |
+
test,Lythraceae,0.1111111111111111,0.1111111111111111,0,9,1,1,1,1,0.8888888888888888,1
|
| 30 |
+
test,Magnoliaceae,0.024844720496894408,0.11801242236024845,0,161,0.9872611464968153,0.9929577464788732,1,0.9751552795031055,0.9565217391304348,1
|
| 31 |
+
test,Malvaceae,0.024096385542168676,0.04216867469879518,0.006024096385542169,166,0.9938271604938271,1,0.9939393939393939,0.9698795180722891,0.963855421686747,0.9939759036144579
|
| 32 |
+
test,Menispermaceae,0,0,0,12,1,1,1,1,1,1
|
| 33 |
+
test,Moraceae,0.02702702702702703,0.06486486486486487,0.010810810810810811,185,1,0.9826589595375722,0.9890710382513661,0.9891891891891892,0.9567567567567568,0.9837837837837838
|
| 34 |
+
test,Myricaceae,0.041666666666666664,0.25,0.041666666666666664,24,0.9565217391304348,1,1,0.9583333333333334,0.8333333333333334,1
|
| 35 |
+
test,Nothofagaceae,0.02857142857142857,0.08571428571428572,0,35,0.9705882352941176,0.96875,1,0.9428571428571428,0.9428571428571428,1
|
| 36 |
+
test,Nyssaceae,0.03571428571428571,0.10714285714285714,0,28,0.9629629629629629,0.92,1,0.9642857142857143,0.9285714285714286,1
|
| 37 |
+
test,Oleaceae,0.041666666666666664,0.08333333333333333,0.02976190476190476,168,0.9937888198757764,0.9935064935064936,1,0.9821428571428571,0.9464285714285714,0.9761904761904762
|
| 38 |
+
test,Oxalidaceae,0.00959967320261438,0.05494281045751634,2.042483660130719e-4,4896,0.9979377191173437,0.9963259131186514,1,0.9889705882352942,0.954248366013072,0.9997957516339869
|
| 39 |
+
test,Paulowniaceae,0.125,0.08333333333333333,0,24,0.9523809523809523,0.9545454545454546,1,0.8333333333333334,0.9166666666666666,1
|
| 40 |
+
test,Phyllanthaceae,0,0,0,3,1,1,1,1,1,1
|
| 41 |
+
test,Platanaceae,0.014705882352941176,0.19117647058823528,0.014705882352941176,68,0.9850746268656716,1,1,0.9705882352941176,0.9264705882352942,1
|
| 42 |
+
test,Ranunculaceae,0.04736842105263158,0.04736842105263158,0.005263157894736842,190,0.9668508287292817,0.988950276243094,1,0.9315789473684211,0.9578947368421052,0.9947368421052631
|
| 43 |
+
test,Rhamnaceae,0.040380047505938245,0.07363420427553444,0.007125890736342043,421,0.9925742574257426,0.9923076923076923,1,0.9762470308788599,0.9453681710213777,0.997624703087886
|
| 44 |
+
test,Rosaceae,0.039865513928914506,0.08069164265129683,0.01777137367915466,2082,0.9869934967483742,0.9921630094043887,0.9941320293398533,0.9678194044188281,0.9414024975984631,0.9860710854947167
|
| 45 |
+
test,Rubiaceae,0.0392156862745098,0.058823529411764705,0.004901960784313725,204,0.9846938775510204,1,1,0.946078431372549,0.9509803921568627,0.9950980392156863
|
| 46 |
+
test,Rutaceae,0,0.03571428571428571,0.03571428571428571,28,1,1,1,1,0.9642857142857143,0.9642857142857143
|
| 47 |
+
test,Salicaceae,0.05786618444846293,0.06871609403254973,0.018083182640144666,553,0.9788867562380038,0.9864077669902913,0.990791896869245,0.9349005424954792,0.945750452079566,0.976491862567812
|
| 48 |
+
test,Sapindaceae,0.045940843297671494,0.09314033983637508,0.010698552548772814,1589,0.9802110817941952,0.9909784871616932,0.9987277353689568,0.9509125235997483,0.9402139710509755,0.9905601006922593
|
| 49 |
+
test,Sarcobataceae,0,0,1,1,1,1,NA,1,1,1
|
| 50 |
+
test,Simaroubaceae,0.03389830508474576,0.17796610169491525,0.00847457627118644,118,0.9912280701754386,0.9690721649484536,1,0.9661016949152542,0.8305084745762712,0.9915254237288136
|
| 51 |
+
test,Smilacaceae,0.04225352112676056,0.09859154929577464,0.014084507042253521,71,0.9558823529411765,0.984375,1,0.9295774647887324,0.9295774647887324,0.9859154929577465
|
| 52 |
+
test,Solanaceae,0.1,0.15,0.05,20,1,1,0.9473684210526315,0.95,0.9,0.9
|
| 53 |
+
test,Staphyleaceae,0,0,0,22,1,1,1,1,1,1
|
| 54 |
+
test,Thymelaeaceae,0,0.0136986301369863,0.0410958904109589,73,1,1,1,1,1,0.9726027397260274
|
| 55 |
+
test,Ulmaceae,0.1,0.0625,0.025,80,0.9722222222222222,1,0.9615384615384616,0.925,0.95,0.9625
|
| 56 |
+
test,Viburnaceae,0.03874538745387454,0.06457564575645756,0.01107011070110701,542,0.980806142034549,0.9940828402366864,0.996268656716418,0.9538745387453874,0.959409594095941,0.9907749077490775
|
| 57 |
+
test,Violaceae,0.010810810810810811,0.007207207207207207,0.0018018018018018018,555,1,0.9981851179673321,1,0.990990990990991,0.9927927927927928,0.9981981981981982
|
| 58 |
+
test,Vitaceae,0.04838709677419355,0.20967741935483872,0,62,0.9830508474576272,0.9795918367346939,0.9838709677419355,0.9354838709677419,0.9032258064516129,0.9838709677419355
|
| 59 |
+
test,NA,0,0,0,6,1,1,1,1,1,1
|