Usenix Security 21

Data and Models

Data and models used in this paper are available in this release.

The data.zip folder will contain the following files:

.  # data.zip
├── models                    # contains all models
│   ├── yolov3           
│   ├── maskrcnn
│   ├── gtsrbcnn
│   │   │── cvpr18            # taken from cvpr18 paper
│   │   │── cvpr18iyswim      # above with input randomization layer added
│   │   │── usenix21          # architecture from cvpr18 but re-trained
│   │   └── usenix21adv       # above but trained with adversarial loss
│   └── lisacnn               # same subfolders as gtsrbcnn
├── indoor                    # data used in indoors experiment
│   ├── objects               # target objects cutouts
│   ├── profile               # profiling data, used to fit projection model
│   │   │── 120/stop_sign/all_triples.csv  # file used in 120 lux, for stop sign target
│   │   └── ...        
│   └── optimize
│       │── 120/stop_sign/yolov3/_best_projection.png  # projection image used for 120 lux, stop sign, yolov3 model
│       └── ...        
├── outdoor                    # data used in outdoors experiment 
└── datasets                   # image datasets used for re-training
    ├── gtsrb           
    └── lisa