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The results I change the data are not good

Open xiaqingsun opened this issue 2 years ago • 2 comments

The results I reproduced with the data in the paper are good

my input images: image

my result: image image

But I change other pictures, the result is worse(the sunglasses is not like my input sunglasses)

my input images: image

my result: image

My training parameters are as follows:(I use the pretrained_model: runwayml/stable-diffusion-v1-5)

!accelerate launch src/diffuser_training.py
--pretrained_model_name_or_path=$MODEL_NAME
--output_dir=$OUTPUT_DIR
--concepts_list="/content/concepts_list.json"
--with_prior_preservation --prior_loss_weight=1.0
--resolution=512
--train_batch_size=2
--learning_rate=1e-5
--lr_warmup_steps=0
--max_train_steps=500
--num_class_images=200
--scale_lr --hflip
--modifier_token "<whxm>+<bkmj>"

My concept_list.json are as follows: image

Is there something wrong with my training process causing this poor result? Thanks!

xiaqingsun avatar Feb 09 '23 09:02 xiaqingsun

Hi, can you post if the individual sunglass generations with the fine-tuned model are similar to the target images? If that is not the case, maybe training longer with a lower learning rate can help.

nupurkmr9 avatar Feb 09 '23 16:02 nupurkmr9

BTW, where to download the training data in the paper?

XavierXiao avatar Feb 09 '23 22:02 XavierXiao