diff --git a/testdata/dnn/download_models.py b/testdata/dnn/download_models.py
index 23923a9d5..020353a17 100755
--- a/testdata/dnn/download_models.py
+++ b/testdata/dnn/download_models.py
@@ -198,11 +198,6 @@ def get_confirm_token(response):  # in case of large files
         url='https://github.com/petewarden/tf_ios_makefile_example/raw/master/data/tensorflow_inception_graph.pb',
         sha='c8a5a000ee8d8dd75886f152a50a9c5b53d726a5',
         filename='tensorflow_inception_graph.pb'),
-    Model(
-        name='Enet',  # https://github.com/e-lab/ENet-training
-        url='https://www.dropbox.com/s/tdde0mawbi5dugq/Enet-model-best.net?dl=1',
-        sha='b4123a73bf464b9ebe9cfc4ab9c2d5c72b161315',
-        filename='Enet-model-best.net'),
     Model(
         name='Fcn',
         url='http://dl.caffe.berkeleyvision.org/fcn8s-heavy-pascal.caffemodel',
@@ -233,11 +228,6 @@ def get_confirm_token(response):  # in case of large files
         url='https://raw.githubusercontent.com/chuanqi305/MobileNet-SSD/97406996b1eee2d40eb0a00ae567cf41e23369f9/deploy.prototxt',
         sha='50cf80235a8fcccc641bf9f8efc803edbf21c615',
         filename='MobileNetSSD_deploy_19e3ec3.prototxt'),
-    Model(
-        name='OpenFace',  # https://github.com/cmusatyalab/openface
-        url='https://storage.cmusatyalab.org/openface-models/nn4.small2.v1.t7',
-        sha='ac8161a4376fb5a79ceec55d85bbb57ef81da9fe',
-        filename='openface_nn4.small2.v1.t7'),
     Model(
         name='YoloV2voc',  # https://pjreddie.com/darknet/yolo/
         url='https://pjreddie.com/media/files/yolo-voc.weights',
@@ -260,14 +250,9 @@ def get_confirm_token(response):  # in case of large files
         filename='DenseNet_121.prototxt'),
     Model(
         name='Fast-Neural-Style',
-        url='http://cs.stanford.edu/people/jcjohns/fast-neural-style/models/eccv16/starry_night.t7',
-        sha='5b5e115253197b84d6c6ece1dafe6c15d7105ca6',
-        filename='fast_neural_style_eccv16_starry_night.t7'),
-    Model(
-        name='Fast-Neural-Style',
-        url='http://cs.stanford.edu/people/jcjohns/fast-neural-style/models/instance_norm/feathers.t7',
-        sha='9838007df750d483b5b5e90b92d76e8ada5a31c0',
-        filename='fast_neural_style_instance_norm_feathers.t7'),
+        url='https://media.githubusercontent.com/media/onnx/models/main/vision/style_transfer/fast_neural_style/model/mosaic-9.onnx',
+        sha='dc3ef19f7f8a5d906c97c84cd4dd2732bb73960a',
+        filename='mosaic-9.onnx'),
     Model(
         name='MobileNet-SSD (TensorFlow)',
         url='http://download.tensorflow.org/models/object_detection/ssd_mobilenet_v1_coco_11_06_2017.tar.gz',