configs

Experiment Configs

Introduction

Please change the data_root in the config file to your datasets path.

All configs are arranged with the following structure:

configs/experiments/model/ID_dataset/run_name

Here are the details of the experiments:

• Table1&Tabel8: Training-free results
  • configs/training-free
• Table2: Fine-tuned results
  • configs/finetune
• Table3: Ablation on modality
  • configs/abs_modality
• Figure3 & Figure4: Ablation of weight types
  • configs/abs_weight_type
• Table4: Ablation on w/w.o. projection
  • configs/abs_proj
• Table5: Ablation on search algorithm
  • configs/abs_search_algorithm
• Table6: Ablation on pruning strategies
  • configs/abs_prune_type

Usages

For fine-tune experiments (configs/finetune), use finetune.py script to run the experiments.

python finetune.py --config_file path/to/finetune/config.json

For other experiments, use search.py script to run the experiments.

python search.py --config_file path/to/config.json