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✨ DeepfakesAdvTrack - Spring 2025

Hi, every one!

This is the official repository for DeepfakesAdvTrack, the practice session of the course Artificial Intelligence Security, Attacks and Defenses which is offered to graduate students of UCAS in the spring of 2025.

Course infomation

Name: Artificial Intelligence Security, Attacks and Defenses (180206081104P3005H)

Semester: Spring 2025

Chief Professor: Jing Dong, Professor, Institute of Automation CAS

Lecturer: Bo Peng, Associate Professor, Institute of Automation CAS

Teaching Assistant (TA): Zheling Meng, Ph.D. Candidate, Institute of Automation CAS, mengzheling2023@ia.ac.cn

If you encounter any issue, feel free to raise an issue in this repo or contact with the TA. If you feel it a good repo, star it!

📣 News

  • [2025-05-15] New! DeepfakesAdvTrack Leaderboard (Test-2 results) has been updated!
  • [2025-05-11] New! DeepfakesAdvTrack Leaderboard (Week 11) has been updated!
  • [2025-05-06] New! DeepfakesAdvTrack Leaderboard (Week 10) has been updated!
  • [2025-04-27] New! DeepfakesAdvTrack Leaderboard (Week 8 ~ 9) has been updated!
  • [2025-04-10] New! DeepfakesAdvTrack val and test data has been released!
  • [2025-04-04] New! DeepfakesAdvTrack has been released! Let's try it!

📜 Content

  • Deepfake Detection
  • Deepfake Generation

🥇 LeaderBoard

Deepfake Detection

Test1 Results

Team Week AUC Time
蒙的都队 Week 9 0.9394 0.0258
Momo Week 11 0.9370 0.0058
蒙的都队 Week 11 0.9370 0.0087
MoyuSquad Week 11 0.9312 0.0515
Momo Week 10 0.8899 0.0058
安全对抗小组 Week 11 0.8729 0.0167
AISC is my goal Week 10 0.8523 0.0398
MoyuSquad Week 10 0.8490 0.0480
space1 Week 10 0.8391 0.0112
MoyuSquad Week 9 0.8148 0.0344
DeeperFake Week 11 0.8066 0.0176
TEAM_Gee_Knee_Thai_May Week 9 0.7842 0.1546
AI_2025_Team Week 11 0.7582 0.0186
space1 Week 11 0.7344 0.0113
Baseline - 0.6741 0.0243
space1 Week 9 0.6412 0.0112
AAA深度伪造对抗 Week 11 0.6251 0.0836
在P了 Week 11 0.5470 0.1868
Donot_Push_Us Week 11 0.5152 0.0026
满分队 Week 11 0.3468 0.0700

Test2 Results

Team AUC Time
Momo 0.9731 0.0028
蒙的都队 0.9526 0.0088
AI_2025_Team 0.9382 0.1092
MoyuSquad 0.9262 0.0365
Donot_Push_Us 0.9024 0.0009
安全对抗小组 0.8987 0.0259
DeeperFake 0.8679 0.0159
AISC is my goal 0.8624 0.0238
space1 0.8225 0.0113
Gee_Knee_Thai_May 0.7906 0.0326
在P了 0.7493 0.0291
满分队 0.7366 0.0301
AAA深度伪造对抗 0.6260 0.1100

Deepfake Generation

Team Week SSIM Noise ID_score AntiDet_score Overall_score
满分队 Week 11 0.9577 -0.0755 0.6441 0.7031 2.2293
DeeperFake Week 11 0.9579 -0.0754 0.6532 0.6727 2.2083
vs_code Week 11 0.9513 -0.1020 0.6233 0.7243 2.1969
AISC is my goal Week 8 0.9559 -0.1025 0.6237 0.7184 2.1955
Gee_Knee_Thai_May Week 8 0.9352 -0.0863 0.7350 0.6043 2.1881
Donot_Push_US Week 11 0.9349 -0.0867 0.7300 0.5962 2.1744
在P了 Week 11 0.9262 -0.0997 0.7249 0.6152 2.1667
deepcopy Week 10 0.9277 -0.0994 0.7231 0.5553 2.1067
deepcopy Week 11 0.8955 -0.3889 0.7103 0.5620 1.7790
AISC is my goal Week 11 0.9306 -0.1118 0.6465 0.2269 1.6923
MoyuSquad Week 11 0.9074 -0.3408 0.5591 0.5422 1.6678
baseline - 0.9495 -0.0000 0.5921 0.0250 1.5666
MoyuSquad Week 10 0.8945 -0.9010 0.5559 0.9845 1.5339
MoyuSquad Week 9 0.9444 -0.2207 0.4777 0.1604 1.3618

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