Add SSL Feature Gating submission for PyAra (EER=6.152346035336791)

#31
by korallll - opened
Files changed (1) hide show
  1. submissions/ssl-feature-gating.yaml +43 -0
submissions/ssl-feature-gating.yaml ADDED
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+ schema_version: 4
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+ system:
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+ name: SSL Feature Gating
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+ slug: ssl-feature-gating
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+ description: 'Multi-level SSL Feature Gating for audio deepfake detection: a gating mechanism over XLS-R (wav2vec2-xls-r-300m)
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+ hidden states as front-end, Multi-kernel gated Convolution (MultiConv) back-end with CKA-enforced feature diversity, and
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+ multi-head attention pooling. Raw-waveform, FP32, deterministic first-64600-sample (4 s) window. Higher score = more bona
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+ fide.
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+
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+ '
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+ code: https://github.com/hoanmyTran/dissimilarity_deepfake_detection
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+ checkpoint: https://huggingface.co/SpeechAntiSpoofingBenchmarks/SSL-Feature-Gating/blob/main/acmmm25_best_model.ckpt
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+ params_millions: 318.08
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+ paper:
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+ arxiv_id: 10.1145/3746027.3754568
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+ url: https://dl.acm.org/doi/10.1145/3746027.3754568
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+ bibtex: "@inproceedings{tran2025ssl,\n title = {Multi-level SSL Feature Gating for Audio Deepfake Detection},\n \
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+ \ author = {Tran, Hoan My and Lolive, Damien and Sini, Aghilas and Delhay, Arnaud and Marteau, Pierre-Fran\\c{c}ois\
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+ \ and Guennec, David},\n booktitle = {Proceedings of the 33rd ACM International Conference on Multimedia (MM '25)},\n\
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+ \ year = {2025},\n doi = {10.1145/3746027.3754568}\n}\n"
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+ dataset:
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+ id: SpeechAntiSpoofingBenchmarks/PyAra
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+ revision: 40167badd6d8a289f02054761ee5411f49227b87
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+ split: test
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+ scores:
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+ eer_percent: 6.152346035336791
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+ n_trials: 201778
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+ n_skipped: 0
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+ artifact:
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+ scores_url: https://huggingface.co/SpeechAntiSpoofingBenchmarks/SSL-Feature-Gating/resolve/aca38bfe8c40309fdcb1c4ef84a5b7d0b8bb7de6/.eval_results/SpeechAntiSpoofingBenchmarks/PyAra/scores.txt
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+ scores_sha256: 8784f0c7cdf3eed185ae333e2c392f8473f89372a86cec1b0db004a6acdd9fcf
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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: ACM MM 2025 checkpoint acmmm25_best_model.ckpt. XLS-R-300M front-end + MultiConv gating. Deterministic first-64600-sample
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+ window.