ML Research Wiki / Benchmarks / DeepFake Detection / DFDC

DFDC

DeepFake Detection Benchmark

Performance Over Time

📊 Showing 3 results | 📏 Metric: AUC

Top Performing Models

Rank Model Paper AUC Date Code
1 Cross Efficient Vision Transformer 📚 Combining EfficientNet and Vision Transformers for Video Deepfake Detection 0.95 2021-07-06 📦 davide-coccomini/Combining-EfficientNet-and-Vision-Transformersfor-Video-Deepfake-Detection 📦 davide-coccomini/Combining-EfficientNet-and-Vision-Transformers-for-Video-Deepfake-Detection 📦 davide-coccomini/mintime-multi-identity-size-invariant-timesformer-for-video-deepfake-detection
2 Efficient Vision Transformer 📚 Combining EfficientNet and Vision Transformers for Video Deepfake Detection 0.92 2021-07-06 📦 davide-coccomini/Combining-EfficientNet-and-Vision-Transformersfor-Video-Deepfake-Detection 📦 davide-coccomini/Combining-EfficientNet-and-Vision-Transformers-for-Video-Deepfake-Detection 📦 davide-coccomini/mintime-multi-identity-size-invariant-timesformer-for-video-deepfake-detection
3 EfficientNetB4 + EfficientNetB4ST + B4Att Video Face Manipulation Detection Through Ensemble of CNNs 0.46 2020-04-16 📦 polimi-ispl/icpr2020dfdc 📦 SuyashSonawane/fakedetector 📦 jhchang/DFDC

All Papers (3)

davide-coccomini/Combining-EfficientNet-and-Vision-Transformersfor-Video-Deepfake-Detection davide-coccomini/Combining-EfficientNet-and-Vision-Transformers-for-Video-Deepfake-Detection davide-coccomini/mintime-multi-identity-size-invariant-timesformer-for-video-deepfake-detection
davide-coccomini/Combining-EfficientNet-and-Vision-Transformersfor-Video-Deepfake-Detection davide-coccomini/Combining-EfficientNet-and-Vision-Transformers-for-Video-Deepfake-Detection davide-coccomini/mintime-multi-identity-size-invariant-timesformer-for-video-deepfake-detection

Video Face Manipulation Detection Through Ensemble of CNNs

2020
EfficientNetB4 + EfficientNetB4ST + B4Att
polimi-ispl/icpr2020dfdc SuyashSonawane/fakedetector jhchang/DFDC