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Giulio Lovisotto authored Jan 18, 2021
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Expand Up @@ -22,9 +22,9 @@ We report examples of the three objects used in the paper in
`data/test_run/objects`: `stop_sign.png`, `bottle.png`, `give_way.png`

<p align="center">
<img src="https://raw.githubusercontent.com/giuliolovisotto/short-lived-adversarial-perturbations/main/data/test_run/objects/stop_sign.png" width="20%">
<img src="https://raw.githubusercontent.com/giuliolovisotto/short-lived-adversarial-perturbations/main/data/test_run/objects/bottle.png" width="20%">
<img src="https://raw.githubusercontent.com/giuliolovisotto/short-lived-adversarial-perturbations/main/data/test_run/objects/give_way.png" width="20%">
<img src="https://raw.githubusercontent.com/ssloxford/short-lived-adversarial-perturbations/main/data/test_run/objects/stop_sign.png" width="20%">
<img src="https://raw.githubusercontent.com/ssloxford/short-lived-adversarial-perturbations/main/data/test_run/objects/bottle.png" width="20%">
<img src="https://raw.githubusercontent.com/ssloxford/short-lived-adversarial-perturbations/main/data/test_run/objects/give_way.png" width="20%">
</p>

NB. it is fundamental that the `<OBJ>.png` image has a well defined
Expand Down Expand Up @@ -78,7 +78,7 @@ Generates outputs in `/home/data/<ID>/optimize/<LUX>/<OBJ>/<CLASSIFIER>`:
The resulting optimized projection can be found in `_best_projection.png`.

<p align="center">
<img src="https://raw.githubusercontent.com/giuliolovisotto/short-lived-adversarial-perturbations/main/images/used_projections.png" width="60%">
<img src="https://raw.githubusercontent.com/ssloxford/short-lived-adversarial-perturbations/main/images/used_projections.png" width="60%">
</p>

### 5. Project adversarial image and collect videos
Expand All @@ -87,7 +87,7 @@ object, making sure to correct the perspective of the image based on
the projector point-of-view.
With the image being shown, we collect a set of videos of the target
object from various angles and distances.
<p align="center"><img src="https://raw.githubusercontent.com/giuliolovisotto/short-lived-adversarial-perturbations/main/images/sample_video.gif" width="60%"></p>
<p align="center"><img src="https://raw.githubusercontent.com/ssloxford/short-lived-adversarial-perturbations/main/images/sample_video.gif" width="60%"></p>

### 6. Detect objects
In the paper we engineered our own detector which took input videos
Expand Down Expand Up @@ -135,4 +135,4 @@ The four obtained models models are provided in `data/models`:
* *Sentinet*: we implemented Sentinet (`classifiers/defences/sentinet.Sentinet`).

The first two defended models can be used as detectors as shown in above
Step 6, instead check `example.ipynb` for an example usage of Sentinet.
Step 6, instead check `example.ipynb` for an example usage of Sentinet.

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