Update README.md

README.md

@@ -23,10 +23,10 @@ The code for fine-tuning a classification model is based on the <a href="https:/
 
 ## Dataset
 
-The WikiArt dataset used for fine-tuning could be found <a href="https://huggingface.co/datasets/huggan/wikiart">here</a>
+The WikiArt dataset used for fine-tuning could be found <a href="https://huggingface.co/datasets/huggan/wikiart">here</a>. Before fine-tunibg, dataset should be downloaded and filtered for excluding 'Unknown genre' class for genre classification fine-tuning and for selecting artists from the list of most popular artists for artist classification fine-tuning. For the style classification fine-tuning original dataset could be used.
 
 ## Steps
-To reproduce the steps first you need to finetune models for genre, style and artist classification on WikiArt dataset or used fine-tuned adapters. Then, using fine-tuned models you need to calculate embeddings for the images from WikiArt dataset and create ANNOY indexes. Due to the relatively big size, these files are available upon a request.
+To reproduce the steps first you need to finetune models for genre, style and artist classification on downloaded WikiArt dataset or use fine-tuned adapters (folder LoRA adapters). Then, using fine-tuned models you need to calculate embeddings for the images from WikiArt dataset and create ANNOY indexes for each fine-tuned model. Due to the relatively big size, these files (embeddings and ANNOY indexes) are available upon a request.
 
 ## Citation
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