diff --git a/README.md b/README.md
index 3425f0f..a85f8fe 100644
--- a/README.md
+++ b/README.md
@@ -143,6 +143,14 @@ Then redo the installation instruction within the kohya_ss venv.
 
 ## Change history
 
+* 2023/02/09 (v20.7.1)
+    - Caption dropout is supported in ``train_db.py``, ``fine_tune.py`` and ``train_network.py``. Thanks to forestsource!
+        - ``--caption_dropout_rate`` option specifies the dropout rate for captions (0~1.0, 0.1 means 10% chance for dropout). If dropout occurs, the image is trained with the empty caption. Default is 0 (no dropout).
+        - ``--caption_dropout_every_n_epochs`` option specifies how many epochs to drop captions. If ``3`` is specified, in epoch 3, 6, 9 ..., images are trained with all captions empty. Default is None (no dropout).
+        - ``--caption_tag_dropout_rate`` option specified the dropout rate for tags (comma separated tokens) (0~1.0, 0.1 means 10% chance for dropout). If dropout occurs, the tag is removed from the caption. If ``--keep_tokens`` option is set, these tokens (tags) are not dropped. Default is 0 (no droupout).
+        - The bulk image downsampling script is added. Documentation is [here](https://github.com/kohya-ss/sd-scripts/blob/main/train_network_README-ja.md#%E7%94%BB%E5%83%8F%E3%83%AA%E3%82%B5%E3%82%A4%E3%82%BA%E3%82%B9%E3%82%AF%E3%83%AA%E3%83%97%E3%83%88) (in Jpanaese). Thanks to bmaltais!
+        - Typo check is added. Thanks to shirayu!
+    - Add option to autolaunch the GUI in a browser and set the server_port. USe either `gui.ps1 --inbrowser --server_port 3456`or `gui.cmd -inbrowser -server_port 3456`
 * 2023/02/06 (v20.7.0)
     - ``--bucket_reso_steps`` and ``--bucket_no_upscale`` options are added to training scripts (fine tuning, DreamBooth, LoRA and Textual Inversion) and ``prepare_buckets_latents.py``.
     - ``--bucket_reso_steps`` takes the steps for buckets in aspect ratio bucketing. Default is 64, same as before.
diff --git a/tools/resize_images_to_resolutions.py b/tools/resize_images_to_resolutions.py
index e55b285..3e6f87d 100644
--- a/tools/resize_images_to_resolutions.py
+++ b/tools/resize_images_to_resolutions.py
@@ -4,13 +4,10 @@ import argparse
 import shutil
 import math
 
-def resize_images(src_img_folder, dst_img_folder, max_resolution="512x512", divisible_by=1):
+def resize_images(src_img_folder, dst_img_folder, max_resolution="512x512", divisible_by=1, caption_extension=''):
     # Split the max_resolution string by "," and strip any whitespaces
     max_resolutions = [res.strip() for res in max_resolution.split(',')]
     
-    # # Calculate max_pixels from max_resolution string
-    # max_pixels = int(max_resolution.split("x")[0]) * int(max_resolution.split("x")[1])
-    
     # Create destination folder if it does not exist
     if not os.path.exists(dst_img_folder):
         os.makedirs(dst_img_folder)
@@ -20,7 +17,7 @@ def resize_images(src_img_folder, dst_img_folder, max_resolution="512x512", divi
         # Check if the image is png, jpg or webp
         if not filename.endswith(('.png', '.jpg', '.webp')):
             # Copy the file to the destination folder if not png, jpg or webp
-            shutil.copy(os.path.join(src_img_folder, filename), os.path.join(dst_img_folder, filename))
+            # shutil.copy(os.path.join(src_img_folder, filename), os.path.join(dst_img_folder, filename))
             continue
 
         # Load image
@@ -42,8 +39,8 @@ def resize_images(src_img_folder, dst_img_folder, max_resolution="512x512", divi
                 new_height = int(img.shape[0] * math.sqrt(scale_factor))
                 new_width = int(img.shape[1] * math.sqrt(scale_factor))
 
-                # Resize image
-                img = cv2.resize(img, (new_width, new_height))
+                # Resize image using area interpolation (best when downsampling)
+                img = cv2.resize(img, (new_width, new_height), interpolation=cv2.INTER_AREA)
 
                 # Calculate the new height and width that are divisible by divisible_by
                 new_height = new_height if new_height % divisible_by == 0 else new_height - new_height % divisible_by
@@ -59,8 +56,8 @@ def resize_images(src_img_folder, dst_img_folder, max_resolution="512x512", divi
             new_filename = base + '+' + max_resolution + '.jpg'
             
             # copy caption file with right name if one exist
-            if os.path.exists(os.path.join(src_img_folder, base + '.txt')):
-                shutil.copy(os.path.join(src_img_folder, base + '.txt'), os.path.join(dst_img_folder, new_filename + '.txt'))
+            if os.path.exists(os.path.join(src_img_folder, base + caption_extension)):
+                shutil.copy(os.path.join(src_img_folder, base + caption_extension), os.path.join(dst_img_folder, new_filename + caption_extension))
             
             # Save resized image in dst_img_folder
             cv2.imwrite(os.path.join(dst_img_folder, new_filename), img, [cv2.IMWRITE_JPEG_QUALITY, 100])
@@ -73,8 +70,9 @@ def main():
     parser.add_argument('dst_img_folder', type=str, help='Destination folder to save the resized images')
     parser.add_argument('--max_resolution', type=str, help='Maximum resolution(s) in the format "512x512,448x448,384x384, etc, etc"', default="512x512,448x448,384x384")
     parser.add_argument('--divisible_by', type=int, help='Ensure new dimensions are divisible by this value', default=1)
+    parser.add_argument('--caption_extension', type=str, help='Extension of caption files to copy with resized images"', default=".txt")
     args = parser.parse_args()
-    resize_images(args.src_img_folder, args.dst_img_folder, args.max_resolution)
+    resize_images(args.src_img_folder, args.dst_img_folder, args.max_resolution, args.divisible_by, args.caption_extension)
 
 if __name__ == '__main__':
     main()
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