efficientnet-food-classifier / validation_metrics.json
zeyuai's picture
Upload EfficientNet food classifier (Keras + TFLite + TFJS)
e5fd3c4 verified
Raw
History Blame Contribute Delete
1.13 kB
{
"Keras": {
"accuracy": 0.8558091286307054,
"precision_weighted": 0.8666526359435469,
"recall_weighted": 0.8558091286307054,
"f1_weighted": 0.85640806010382,
"f1_macro": 0.8434107272000173,
"elapsed_seconds": 5.364844799041748,
"images_per_second": 179.6883295062304,
"file_size_mb": "5.3"
},
"TFLite": {
"accuracy": 0.8475103734439834,
"precision_weighted": 0.8580648419239739,
"recall_weighted": 0.8475103734439834,
"f1_weighted": 0.8476776513487304,
"f1_macro": 0.835230981636299,
"elapsed_seconds": 3.749859094619751,
"images_per_second": 257.0763262500009,
"file_size_mb": "0.5"
},
"TFLite-fp16": {
"accuracy": 0.8537344398340249,
"precision_weighted": 0.8644842534922317,
"recall_weighted": 0.8537344398340249,
"f1_weighted": 0.8542669093485433,
"f1_macro": 0.8415336585341004,
"elapsed_seconds": 2.708963394165039,
"images_per_second": 355.85567604065966,
"file_size_mb": "0.8"
},
"agreement_Keras_vs_TFLite": "96.27%",
"agreement_Keras_vs_TFLite-fp16": "99.69%",
"agreement_TFLite_vs_TFLite-fp16": "96.16%"
}