Update app.py
Browse files
app.py
CHANGED
@@ -3,12 +3,8 @@ import tensorflow as tf
|
|
3 |
import numpy as np
|
4 |
from tensorflow.keras.preprocessing import image
|
5 |
|
6 |
-
# Laden der Modelle
|
7 |
-
model_cnn = tf.keras.models.load_model('exercise_classification_model.h5')
|
8 |
-
model_resnet50 = tf.keras.models.load_model('exercise_classification_model_resnet50.h5')
|
9 |
-
|
10 |
# Klassenlabels (ersetzen Sie durch Ihre spezifischen Klassen)
|
11 |
-
class_labels = ['
|
12 |
|
13 |
def preprocess(img):
|
14 |
img = img.resize((150, 150))
|
@@ -17,6 +13,19 @@ def preprocess(img):
|
|
17 |
img_array /= 255.0
|
18 |
return img_array
|
19 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
20 |
def predict_cnn(img):
|
21 |
img_array = preprocess(img)
|
22 |
prediction = model_cnn.predict(img_array)
|
|
|
3 |
import numpy as np
|
4 |
from tensorflow.keras.preprocessing import image
|
5 |
|
|
|
|
|
|
|
|
|
6 |
# Klassenlabels (ersetzen Sie durch Ihre spezifischen Klassen)
|
7 |
+
class_labels = ['Bench Press', 'deadlift', 'hip_thrust', 'lat_pulldown', 'pull_up', 'squat', 'tricep_dips']
|
8 |
|
9 |
def preprocess(img):
|
10 |
img = img.resize((150, 150))
|
|
|
13 |
img_array /= 255.0
|
14 |
return img_array
|
15 |
|
16 |
+
# Laden der Modelle
|
17 |
+
try:
|
18 |
+
model_cnn = tf.keras.models.load_model('exercise_classification_model.h5')
|
19 |
+
print("CNN model loaded successfully")
|
20 |
+
except Exception as e:
|
21 |
+
print(f"Error loading CNN model: {e}")
|
22 |
+
|
23 |
+
try:
|
24 |
+
model_resnet50 = tf.keras.models.load_model('exercise_classification_model_resnet50.h5')
|
25 |
+
print("ResNet50 model loaded successfully")
|
26 |
+
except Exception as e:
|
27 |
+
print(f"Error loading ResNet50 model: {e}")
|
28 |
+
|
29 |
def predict_cnn(img):
|
30 |
img_array = preprocess(img)
|
31 |
prediction = model_cnn.predict(img_array)
|