Deraindrop 实验安排

学术

资料

1. 数据集

• NUS Raindrop Dataset
  
  • proposed by Attentive Generative Adversarial Network for Raindrop Removal from A Single Image
  • Test_a: 58
  • Test_b: 249
  • Train: 861
• Oxford RobotCar-rainy 下载地址 Google drive: RAIN_DATASET_v5
  
  • proposed by ICRA 2019 I Can See Clearly Now : Image Restoration via De-Raining
    
  • Test: 503
    
    • gt 文件夹名称：RAIN_DATASET_v5/RAIN_DATASET/LABELLED/LABELLED_CLEAR_INPUTS
    • raindrop 文件夹名称：RAIN_DATASET_v5/RAIN_DATASET/LABELLED/LABELLED_REAL_RAIN_INPUTS
  • Train: 4816
    
    • gt 文件夹名称：RAIN_DATASET_v5/RAIN_DATASET/ALIGNED_PAIRS/CLEAN)
    • raindrop 文件夹名称：RAIN_DATASET_v5/RAIN_DATASET/ALIGNED_PAIRS/REAL_DROPLETS
• RainDS 下载地址 Google drive
  
  • proposed by Removing Raindrops and Rain Streaks in One Go
  • RainDS_real
    
    • Test gt/raindrop: 98/98
    • Train gt/raindrop: 150/150
  • RainDS_syn
    
    • Test gt/raindrop: 200/200
    • Train gt/raindrop: 1000/1000

2. 算法

• Ours
• CycleGAN
• UA_GAN 论文, github
• AGAN 论文, github

实验