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SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models (CVPR-2024 Highlight)[Paper][Project Page][Demo] 🔥🔥 2024.04. SmartEdit is released!🔥🔥 2024.04. SmartEdit is selected as highlight by CVPR-2024!🔥🔥 2024.02. SmartEdit is accepted by CVPR-2024!If you are interested in our work, please star ⭐ our project.SmartEdit Framework SmartEdit on Understanding Scenarios SmartEdit on Reasoning Scenarios Dependencies and Installation pip install torch==2.1.0 torchvision==0.16.0 torchaudio==2.1.0 --index-url pip install -r requirements.txt git clone cd flash-attention pip install . --no-build-isolation cd ..Training model preparationPlease put the prepared checkpoints in file checkpoints.Prepare Vicuna-1.1-7B/13B checkpoint: please download Vicuna-1.1-7B and Vicuna-1.1-13B in link.Prepare LLaVA-1.1-7B/13B checkpoint: please follow the LLaVA instruction to prepare LLaVA-1.1-7B/13B weights.Prepare InstructDiffusion checkpoint: please download InstructDiffusion(v1-5-pruned-emaonly-adaption-task.ckpt) and the repo in link. Download them first and use python convert_original_stable_diffusion_to_diffusers.py --checkpoint_path "./checkpoints/InstructDiffusion/v1-5-pruned-emaonly-adaption-task.ckpt" --original_config_file "./checkpoints/InstructDiffusion/configs/instruct_diffusion.yaml" --dump_path "./checkpoints/InstructDiffusion_diffusers".Training dataset preparationPlease put the prepared checkpoints in file dataset.Prepare CC12M dataset: InstructPix2Pix and MagicBrush datasets: these two datasets InstructPix2Pix and MagicBrush are prepared in diffusers website. Download them first and use python process_HF.py to process them from "parquet" file to "arrow" file.Prepare RefCOCO, GRefCOCO and COCOStuff datasets: please follow InstructDiffusion to prepare them.Prepare LISA ReasonSeg dataset: please follow LISA to prepare it.Prepare our synthetic editing dataset: please download in link.Stage-1: textual alignment with CC12MUse the script to train: bash scripts/TrainStage1_7b.sh bash scripts/TrainStage1_13b.shThen, use the script to inference: python test/TrainStage1_inference.py --model_name_or_path "./checkpoints/vicuna-7b-v1-1" --LLaVA_model_path "./checkpoints/LLaVA-7B-v1" --save_dir './checkpoints/stage1_CC12M_alignment_7b/Results-100000' --pretrain_model "./checkpoints/stage1_CC12M_alignment_7b/embeddings_qformer/checkpoint-150000.bin" --get_orig_out --LLaVA_version "v1.1-7b" python test/TrainStage1_inference.py --model_name_or_path "./checkpoints/vicuna-13b-v1-1" --LLaVA_model_path "./checkpoints/LLaVA-13B-v1" --save_dir './checkpoints/stage1_CC12M_alignment_13b/Results-100000' --pretrain_model "./checkpoints/stage1_CC12M_alignment_13b/embeddings_qformer/checkpoint-150000.bin" --get_orig_out --LLaVA_version "v1.1-13b"Stage-2: SmartEdit trainingUse the script to train first: bash scripts/MLLMSD_7b.sh bash scripts/MLLMSD_13b.shThen, use the script to train: bash scripts/SmartEdit_7b.sh bash scripts/SmartEdit_13b.shInferencePlease download SmartEdit-7B and SmartEdit-13B checkpoints and put them in file checkpointsPlease download Reason-Edit evaluation benchmark and put it in file datasetUse the script to inference on understanding and reasoning scenes: python test/DS_SmartEdit_test.py --is_understanding_scenes True --model_name_or_path "./checkpoints/vicuna-7b-v1-1" --LLaVA_model_path "./checkpoints/LLaVA-7B-v1" --save_dir

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