typo

README.md

@@ -13,7 +13,7 @@ pinned: false
 
 ## Description
 
-### A very fast reverse image search webapp in streamlit using NVIDIA's EfficientNet and Facebook's Faiss library over approx 70000 images (224x224). (Trains turbo fast (4.30 miuntes) on 4GB GTX1650 GPU)
+### A very fast reverse image search webapp in streamlit using NVIDIA's EfficientNet and Facebook's Faiss library. 70000 images (224x224), 4GB GTX1650: FAISS GPU in 10 secs vs 30 mins with Annoy CPU
 
 Upload a picture, and AI powered by deep learning will instantly show you visually related matches. Explore and discover connections through the magic of image recognition.
 

app.py

@@ -261,7 +261,7 @@ if __name__ == "__main__":
         )
 
         if uploaded_file is not None:
-            query_image = Image.open(uploaded_file).resize([224, 224])
+            query_image = Image.open(uploaded_file).resize([256, 256])
             cropped = st_cropper(query_image, default_coords=[10, 240, 10, 240])
             query_image, nearest_neighbors, distances = search_similar_images(
                 cropped.resize([224, 224]), n_matches