diff --git a/app.py b/app.py index e85f7fcf60f58abdf54c91c0a94708c67f012f35..76c7ada2dbed3987a8b779e68f04ba94d5355174 100644 --- a/app.py +++ b/app.py @@ -24,12 +24,12 @@ BLENHEIM_SPANIEL_CLASS = 156 def get_image_data(image_name): """Gets the image data and model.""" image, model_and_data = [None, None] - if (image_name == "imagenet_diego.png"): + if (image_name == "imagenet_diego"): image = get_dataset_by_name("imagenet_diego", get_label=False) model_and_data = process_imagenet_get_model(image) - elif (image_name == "mnist_9.png"): - image = get_dataset_by_name(image_name, get_label=False) - model_and_data = process_mnist_get_model(image) + elif (image_name == "imagenet_french_bulldog"): + image = get_dataset_by_name("imagenet_french_bulldog", get_label=False) + model_and_data = process_imagenet_get_model(image) return image, model_and_data @@ -49,7 +49,12 @@ def segmentation_generation(image_name, c_width, n_top, n_gif_imgs): segs = model_and_data["xtest_segs"] get_model = model_and_data["model"] label = model_and_data["label"] - print("LABEL:", label) + + + if (image_name == 'imagenet_diego'): + label = 156 + elif (image_name == 'imagenet_french_bulldog'): + label = 245 # Unpack instance and segments instance = xtest[0] @@ -62,7 +67,7 @@ def segmentation_generation(image_name, c_width, n_top, n_gif_imgs): xtrain = get_xtrain(segments) prediction = np.argmax(cur_model(xtrain[:1]), axis=1) - assert prediction == BLENHEIM_SPANIEL_CLASS, f"Prediction is {prediction} not {BLENHEIM_SPANIEL_CLASS}" + assert prediction == label, f"Prediction is {prediction} not {label}" # Compute explanation exp_init = BayesLocalExplanations(training_data=xtrain, @@ -72,7 +77,7 @@ def segmentation_generation(image_name, c_width, n_top, n_gif_imgs): verbose=True) rout = exp_init.explain(classifier_f=cur_model, data=np.ones_like(xtrain[0]), - label=BLENHEIM_SPANIEL_CLASS, + label=label, cred_width=cred_width, focus_sample=False, l2=False) @@ -93,11 +98,12 @@ if __name__ == 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