{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/improved-deepfake-detection-using-whisper","title":"Improved DeepFake Detection Using Whisper Features","arxiv_id":"2306.01428","date":"2023-06-02","proceeding":null,"authors":["Piotr Kawa","Marcin Plata","Michał Czuba","Piotr Szymański","Piotr Syga"],"abstract":"With a recent influx of voice generation methods, the threat introduced by audio DeepFake (DF) is ever-increasing. Several different detection methods have been presented as a countermeasure. Many methods are based on so-called front-ends, which, by transforming the raw audio, emphasize features crucial for assessing the genuineness of the audio sample. Our contribution contains investigating the influence of the state-of-the-art Whisper automatic speech recognition model as a DF detection front-end. We compare various combinations of Whisper and well-established front-ends by training 3 detection models (LCNN, SpecRNet, and MesoNet) on a widely used ASVspoof 2021 DF dataset and later evaluating them on the DF In-The-Wild dataset. We show that using Whisper-based features improves the detection for each model and outperforms recent results on the In-The-Wild dataset by reducing Equal Error Rate by 21%.","url_abs":"https://arxiv.org/abs/2306.01428v1","url_pdf":"https://arxiv.org/pdf/2306.01428v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"improved-deepfake-detection-using-whisper","repo_url":"https://github.com/piotrkawa/deepfake-whisper-features","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"automatic-speech-recognition-2","task_name":"Automatic Speech Recognition"},{"task_slug":"deepfake-detection","task_name":"DeepFake Detection"},{"task_slug":"face-swapping","task_name":"Face Swapping"},{"task_slug":"speech-recognition","task_name":"Speech Recognition"},{"task_slug":"speech-recognition-1","task_name":"speech-recognition"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/2306.01428","atlas_url":"https://app.syntology.ai/?focus=2306.01428","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2306.01428"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/piotrkawa/deepfake-whisper-features","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"ran_honours":1,"unverified":4},"by_repo_kind":{"official":{"samples":5,"ran":1,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"6e0808fc4828513a","entry":"exact_div","repo":"piotrkawa/deepfake-whisper-features","repo_kind":"official","path":"src/models/whisper_main.py","file_url":"https://github.com/piotrkawa/deepfake-whisper-features/blob/HEAD/src/models/whisper_main.py","link_basis":"plan_row","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6e0808fc4828513a"}},{"code_sha256_prefix":"671d92010ac58822","entry":"calculate_eer","repo":"piotrkawa/deepfake-whisper-features","repo_kind":"official","path":"src/metrics.py","file_url":"https://github.com/piotrkawa/deepfake-whisper-features/blob/HEAD/src/metrics.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"671d92010ac58822"}},{"code_sha256_prefix":"23ba206b58cf64d6","entry":"forward_and_loss","repo":"piotrkawa/deepfake-whisper-features","repo_kind":"official","path":"src/trainer.py","file_url":"https://github.com/piotrkawa/deepfake-whisper-features/blob/HEAD/src/trainer.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"23ba206b58cf64d6"}},{"code_sha256_prefix":"287787d54e6c2146","entry":"mel_filters","repo":"piotrkawa/deepfake-whisper-features","repo_kind":"official","path":"src/models/whisper_main.py","file_url":"https://github.com/piotrkawa/deepfake-whisper-features/blob/HEAD/src/models/whisper_main.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"287787d54e6c2146"}},{"code_sha256_prefix":"b7043f3ab423733b","entry":"pad_or_trim","repo":"piotrkawa/deepfake-whisper-features","repo_kind":"official","path":"src/models/whisper_main.py","file_url":"https://github.com/piotrkawa/deepfake-whisper-features/blob/HEAD/src/models/whisper_main.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b7043f3ab423733b"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}