Datasets:
Add CLAD submission for DECRO (EER=27.514033978958324)
#17
by korallll - opened
- submissions/clad.yaml +40 -0
submissions/clad.yaml
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schema_version: 4
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system:
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name: CLAD
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slug: clad
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description: 'CLAD (Contrastive Learning-based Audio Deepfake detector): AASIST encoder trained with contrastive learning
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for robustness against manipulation attacks, plus a linear classifier over the 160-dim AASIST embedding. Raw-waveform,
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FP32, deterministic first-64600-sample (4 s) window (no random crop). Higher score = more bona fide.
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'
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code: https://github.com/CLAD23/CLAD
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checkpoint: https://huggingface.co/SpeechAntiSpoofingBenchmarks/CLAD/blob/main/CLAD_150_10_2310.pth.tar
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params_millions: 0.2982
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paper:
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arxiv_id: '2404.15854'
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url: https://arxiv.org/abs/2404.15854
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bibtex: "@article{wu2024clad,\n title = {CLAD: Robust Audio Deepfake Detection Against Manipulation Attacks with Contrastive\
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\ Learning},\n author = {Wu, Haolin and Chen, Jing and Du, Ruiying and Wu, Cong and He, Kun and Shang, Xingcan and\
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\ Ren, Hao and Xu, Guowen},\n journal = {arXiv preprint arXiv:2404.15854},\n year = {2024}\n}\n"
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dataset:
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id: SpeechAntiSpoofingBenchmarks/DECRO
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revision: e54c29df5b81bac75e5cc294d1ab0d4db72a5c71
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split: test
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scores:
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eer_percent: 27.514033978958324
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n_trials: 37314
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n_skipped: 0
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artifact:
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scores_url: https://huggingface.co/SpeechAntiSpoofingBenchmarks/CLAD/resolve/119d307ea5d62465d3b187ddad9f6dfdc454740f/.eval_results/SpeechAntiSpoofingBenchmarks/DECRO/scores.txt
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scores_sha256: 7e7b49ee9550f77109ae8a0c01994ff7f5df5d91decb0d33d0aab80bfcbcd94d
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bench_version: speech-spoof-bench==0.4.1
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reproduction:
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reproduced_by: SpeechAntiSpoofingBenchmarks
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reproduced_at: '2026-06-26'
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reproduced_bench_version: speech-spoof-bench==0.4.1
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match: scoring
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submitter:
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hf_username: korallll
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contact: k.n.borodin@mtuci.ru
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submitted_at: '2026-06-26'
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notes: Pretrained CLAD model CLAD_150_10_2310.pth.tar (AASIST encoder, contrastive). Deterministic first-64600-sample window.
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