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Hello, I found a performance issue in the definition of testResizeToRangePreservesStaticSpatialShape, object_detection/core/preprocessor_test.py, tf.shape(out_image) will created repeatedly during program execution, resulting in reduced efficiency. I think in_image, out_image and out_image_shape should be created before the loop in testResizeToRangeWithDynamicSpatialShape.
Looking forward to your reply. Btw, I am very glad to create a PR to fix it if you are too busy.
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