Use reconstruction error in alt method

1 files changed, 4 insertions, 3 deletions

diff --git a/train.py b/train.py
index bcf921c..917c895 100755
--- a/train.py
+++ b/train.py
@@ -112,9 +112,10 @@ def test_model(M, faces_train, faces_test, target_train, target_test, args):
         faces_test = np.dot(faces_test, e_vecs.T)
 
         distances = np.zeros(faces_test.shape[0])
-        for i in range(faces_test.shape[0]):
-            norm = LA.norm(faces_train - np.tile(faces_test[i], (faces_train.shape[0], 1)), axis=1)
-            distances[i] = np.amin(norm)
+
+
+        rec_vecs = np.add(np.tile(average_face, (faces_test.shape[0], 1)), np.dot(faces_test, e_vecs) * deviations_tr)
+        distances = LA.norm(raw_faces_test - rec_vecs, axis=1);
 
         if args.reconstruct:
             rec_vec = np.add(average_face, np.dot(faces_train[args.reconstruct], e_vecs) * deviations_tr)