Evaluation_Report_2015-07-28_1904
Visualization
Summary
X-axis: droidbox log category, Y-axis: log count
Tendency
X-axis: time (in seconds), Y-axis: log count
About
I compare droidbot with droidbox default mode and adb monkey mode. Thus, there are five modes compared:
- default. (the droidbox default, which just start the app and do nothing)
- monkey. (adb monkey)
- random. (droidbot sends events randomly)
- static. (droidbot sends events according to static analysis)
- dynamic. (droidbot sends events according to dynamic device states)
In my evaluation, for each mode:
- droidbox keeps collecting logs for a duration;
- the testing bot (monkey or droidbot) sends events at intervals during this time;
- the number of logs is recorded at each interval.
Comparisons are made between the log counts, and more logs mean higher coverage.
The script DroidboxEvaluator.py is what I used to generate the result data.
Evaluate Strategy:
In this evaluation:
- DroidboxEvaluator.py took the follow command arguments:
apk_path=resources/webviewdemo.apk, event_duration=100, event_count=200, event_inteval=2 - I did NOT restart the emulator before each test;
- The tested app webviewdemo.apk is a benign app written by myself.
Findings
DroidBot produce useless noises to DroidBox. The noises are mainly in category dexclass and fdaccess.
I’m trying to filter these noises out.
Data
Summary
| category | 1.default | 2.monkey | 3.random | 4.static | 5.dynamic |
|---|---|---|---|---|---|
| closenet | 0 | 0 | 0 | 0 | 0 |
| cryptousage | 0 | 0 | 0 | 0 | 0 |
| dataleaks | 0 | 0 | 0 | 0 | 0 |
| dexclass | 1 | 2 | 27 | 31 | 18 |
| fdaccess | 3 | 7 | 57 | 50 | 113 |
| opennet | 0 | 0 | 0 | 0 | 0 |
| phonecalls | 0 | 0 | 0 | 0 | 0 |
| recvnet | 0 | 0 | 0 | 0 | 0 |
| sendnet | 0 | 0 | 0 | 0 | 0 |
| sendsms | 0 | 0 | 0 | 0 | 0 |
| servicestart | 0 | 0 | 0 | 0 | 8 |
| sum | 4 | 9 | 84 | 81 | 139 |
Tendency
| time(s) | 1.default | 2.monkey | 3.random | 4.static | 5.dynamic |
|---|---|---|---|---|---|
| 0 | 1 | 2 | 1 | 2 | 14 |
| 5 | 4 | 8 | 8 | 9 | 26 |
| 10 | 4 | 9 | 13 | 10 | 29 |
| 15 | 4 | 9 | 17 | 15 | 33 |
| 20 | 4 | 9 | 22 | 20 | 43 |
| 25 | 4 | 9 | 26 | 25 | 47 |
| 30 | 4 | 9 | 33 | 30 | 54 |
| 35 | 4 | 9 | 38 | 32 | 63 |
| 40 | 4 | 9 | 42 | 33 | 70 |
| 45 | 4 | 9 | 47 | 38 | 77 |
| 50 | 4 | 9 | 48 | 39 | 82 |
| 55 | 4 | 9 | 53 | 44 | 85 |
| 60 | 4 | 9 | 57 | 49 | 93 |
| 65 | 4 | 9 | 60 | 54 | 97 |
| 70 | 4 | 9 | 64 | 57 | 101 |
| 75 | 4 | 9 | 72 | 62 | 108 |
| 80 | 4 | 9 | 76 | 63 | 115 |
| 85 | 4 | 9 | 82 | 68 | 124 |
| 90 | 4 | 9 | 82 | 72 | 128 |
| 95 | 4 | 9 | 82 | 77 | 134 |
| 100 | 4 | 9 | 84 | 81 | 139 |