diff --git a/README.md b/README.md
index e2812e44..efa4d1ee 100644
--- a/README.md
+++ b/README.md
@@ -30,6 +30,8 @@ Summary of the feature:
 - Both scripts has following additional options:
   - `--cache_text_encoder_outputs`: Cache the outputs of the text encoders. This option is useful to reduce the GPU memory usage. This option cannot be used with options for shuffling or dropping the captions.
   - `--no_half_vae`: Disable the half-precision (mixed-precision) VAE. VAE for SDXL seems to produce NaNs in some cases. This option is useful to avoid the NaNs.
+- The image generation during training is now available. However, the VAE for SDXL seems to produce NaNs in some cases when using `fp16`. The images will be black. Currently, the NaNs cannot be avoided even with `--no_half_vae` option. It works with `bf16` or without mixed precision.
+- `--weighted_captions` option is not supported yet.
 
 `requirements.txt` is updated to support SDXL training.