Papers › An Open source Implementation of ITU-T Recommendation P.808 with Validation

An Open source Implementation of ITU-T Recommendation P.808 with Validation

17 May 2020arXiv:2005.08138archive 2025-07-28

Babak Naderi, Ross Cutler

The ITU-T Recommendation P.808 provides a crowdsourcing approach for conducting a subjective assessment of speech quality using the Absolute Category Rating (ACR) method. We provide an open-source implementation of the ITU-T Rec. P.808 that runs on the Amazon Mechanical Turk platform. We extended our implementation to include Degradation Category Ratings (DCR) and Comparison Category Ratings (CCR) test methods. We also significantly speed up the test process by integrating the participant qualification step into the main rating task compared to a two-stage qualification and rating solution. We provide program scripts for creating and executing the subjective test, and data cleansing and analyzing the answers to avoid operational errors. To validate the implementation, we compare the Mean Opinion Scores (MOS) collected through our implementation with MOS values from a standard laboratory experiment conducted based on the ITU-T Rec. P.800. We also evaluate the reproducibility of the result of the subjective speech quality assessment through crowdsourcing using our implementation. Finally, we quantify the impact of parts of the system designed to improve the reliability: environmental tests, gold and trapping questions, rating patterns, and a headset usage test.

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active_speech_level_dbov microsoft/P.808/src/utils/create_bandwidth_check_clips.py official repository unverified MIT (permissive) · e88fec7c0329bda1 · report
add_background_noise microsoft/P.808/src/create_gold_clips.py official repository unverified MIT (permissive) · e7b53d1bd52460bb · report
add_clips_balanced_block microsoft/P.808/src/create_input.py official repository unverified MIT (permissive) · c2e664e9c05dee61 · report
apply_signal_distortion microsoft/P.808/src/create_gold_clips.py official repository unverified MIT (permissive) · 75759035bd91fc72 · report
check_last_subjective_test microsoft/P.808/src/process_qualification_ans.py official repository unverified MIT (permissive) · 215b698494381522 · report
check_listening_device microsoft/P.808/src/process_qualification_ans.py official repository unverified MIT (permissive) · ead9249c30d8a2b0 · report
check_mother_tongue microsoft/P.808/src/process_qualification_ans.py official repository unverified MIT (permissive) · e668d00f5d997ea8 · report
conv_filename_to_condition microsoft/P.808/src/create_input.py official repository unverified MIT (permissive) · 9907d254ba4dd07a · report
create_input_for_acr microsoft/P.808/src/create_input.py official repository unverified MIT (permissive) · 9138fb8858a1a02d · report
generate_pink_noise microsoft/P.808/src/create_gold_clips.py official repository unverified MIT (permissive) · 3849af706ed5ed7c · report
get_encoded_gold_ans microsoft/P.808/src/master_script.py official repository unverified MIT (permissive) · 5ff16b3827081645 · report
normalize_to_dbfs microsoft/P.808/src/utils/create_jnd_check_clips.py official repository unverified MIT (permissive) · 710e73f2301ec75e · report
outliers_modified_z_score microsoft/P.808/src/result_parser.py official repository unverified MIT (permissive) · 977672f85d76ee83 · report
outliers_z_score microsoft/P.808/src/result_parser.py official repository unverified MIT (permissive) · 88aa2735cc86e2c0 · report
rel_path microsoft/P.808/src/result_parser.py official repository unverified MIT (permissive) · 66305b6c700495fc · report
rms microsoft/P.808/src/utils/create_bandwidth_check_clips.py official repository unverified MIT (permissive) · 7c90db5cb9981e1a · report
scale_to_dbov microsoft/P.808/src/utils/create_bandwidth_check_clips.py official repository unverified MIT (permissive) · 56c0e3f3a494ebfd · report
snr_mixer microsoft/P.808/src/utils/create_jnd_check_clips.py official repository unverified MIT (permissive) · d5407098010eab79 · report
speech_stats_for_audio microsoft/P.808/src/utils/detect_silence_vad.py official repository unverified MIT (permissive) · 958cb86721b252f3 · report
update_gold_clips_for_p804 microsoft/P.808/src/master_script.py official repository unverified MIT (permissive) · 7ba5f9e783c82e4a · report
update_gold_clips_for_personalized microsoft/P.808/src/master_script.py official repository unverified MIT (permissive) · dbd5dc9894a7d943 · report

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