Adversarial Example Detection on LibriSpeech C&W attack vs. benign
99AUROCPVP
Evaluation results
| Method | Links | |
|---|---|---|
| PVPASR Model=seq2seq, Training precision=BF162026.03 | 99 | |
| DistriBlockASR Model=CTC, Training precision=FP322026.03 | 99 | |
| DistriBlockASR Model=CTC, Training precision=FP162026.03 | 99 | |
| DistriBlockASR Model=CTC, Training precision=BF162026.03 | 99 | |
| DistriBlockASR Model=Whisper, Training precision=FP162026.03 | 99 | |
| PVPASR Model=seq2seq, Training precision=BF162026.03 | 98 | |
| PVPASR Model=seq2seq, Training precision=FP162026.03 | 97 | |
| PVPASR Model=seq2seq, Training precision=FP162026.03 | 97 | |
| DistriBlockASR Model=seq2seq, Training precision=FP162026.03 | 97 | |
| DistriBlockASR Model=Transformer, Training precision=FP322026.03 | 97 | |
| DistriBlockASR Model=Transformer, Training precision=FP162026.03 | 97 | |
| DistriBlockASR Model=Transformer, Training precision=BF162026.03 | 97 | |
| DistriBlockASR Model=seq2seq, Training precision=FP322026.03 | 96 | |
| DistriBlockASR Model=seq2seq, Training precision=BF162026.03 | 96 | |
| TDASR Model=Whisper, Training precision=BF162026.03 | 96 | |
| PVPASR Model=Whisper, Training precision=BF162026.03 | 95 | |
| PVPASR Model=CTC, Training precision=FP162026.03 | 95 | |
| TDASR Model=Whisper, Training precision=FP322026.03 | 95 | |
| DistriBlockASR Model=Whisper, Training precision=BF162026.03 | 95 | |
| TDASR Model=CTC, Training precision=FP322026.03 | 94 | |
| TDASR Model=CTC, Training precision=BF162026.03 | 94 | |
| DistriBlockASR Model=Whisper, Training precision=FP322026.03 | 94 | |
| PVPASR Model=Transformer, Training precision=BF162026.03 | 93 | |
| PVPASR Model=Whisper, Training precision=FP322026.03 | 93 | |
| TDASR Model=CTC, Training precision=FP162026.03 | 93 | |
| PVPASR Model=CTC, Training precision=FP322026.03 | 92 | |
| PVPASR Model=CTC, Training precision=FP322026.03 | 92 | |
| PVPASR Model=CTC, Training precision=FP162026.03 | 91 | |
| PVPASR Model=CTC, Training precision=BF162026.03 | 91 | |
| PVPASR Model=seq2seq, Training precision=FP322026.03 | 91 | |
| NFASR Model=Transformer, Training precision=FP162026.03 | 91 | |
| TDASR Model=Transformer, Training precision=FP162026.03 | 91 | |
| TDASR Model=Whisper, Training precision=FP162026.03 | 91 | |
| NFASR Model=Whisper, Training precision=BF162026.03 | 91 | |
| PVPASR Model=seq2seq, Training precision=FP322026.03 | 90 | |
| NFASR Model=Whisper, Training precision=FP322026.03 | 90 | |
| NFASR Model=CTC, Training precision=FP322026.03 | 89 | |
| NFASR Model=CTC, Training precision=FP162026.03 | 89 | |
| NFASR Model=Transformer, Training precision=FP322026.03 | 89 | |
| TDASR Model=Transformer, Training precision=FP322026.03 | 89 | |
| NFASR Model=Transformer, Training precision=BF162026.03 | 89 | |
| NFASR Model=CTC, Training precision=BF162026.03 | 87 | |
| PVPASR Model=CTC, Training precision=BF162026.03 | 86 | |
| PVPASR Model=Transformer, Training precision=FP322026.03 | 86 | |
| PVPASR Model=Whisper, Training precision=FP322026.03 | 86 | |
| PVPASR Model=Whisper, Training precision=BF162026.03 | 86 | |
| PVPASR Model=Transformer, Training precision=FP162026.03 | 85 | |
| TDASR Model=Transformer, Training precision=BF162026.03 | 85 | |
| NFASR Model=Whisper, Training precision=FP162026.03 | 85 | |
| TDASR Model=seq2seq, Training precision=FP322026.03 | 83 | |
| TDASR Model=seq2seq, Training precision=BF162026.03 | 83 | |
| TDASR Model=seq2seq, Training precision=FP162026.03 | 81 | |
| PVPASR Model=Transformer, Training precision=BF162026.03 | 78 | |
| PVPASR Model=Whisper, Training precision=FP162026.03 | 77 | |
| PVPASR Model=Transformer, Training precision=FP322026.03 | 75 | |
| PVPASR Model=Transformer, Training precision=FP162026.03 | 75 | |
| NFASR Model=seq2seq, Training precision=FP162026.03 | 73 | |
| NFASR Model=seq2seq, Training precision=BF162026.03 | 71 | |
| PVPASR Model=Whisper, Training precision=FP162026.03 | 70 | |
| NFASR Model=seq2seq, Training precision=FP322026.03 | 70 |