{ "n_samples": 2215, "languages": [ "ach", "amh", "fat", "ful", "hau", "ibo", "kik", "lin", "lug", "luo", "mas", "nyn", "orm", "pcm", "sid", "sna", "sog", "swa", "tir", "twi", "wal", "yor" ], "ours": { "accuracy": 0.9756, "macro_f1": 0.9756, "avg_latency_ms": 234.92, "device": "cpu" }, "baseline_metadata": { "audeering_wav2vec2_age_gender": { "repo": "audeering/wav2vec2-large-robust-24-ft-age-gender", "training_data": "aGender + Common Voice + TIMIT + VoxCeleb2 (EN/DE)", "license": "CC-BY-NC-SA-4.0 (non-commercial)", "note": "3-way female/male/child softmax, folded to binary (argmax over female/male only)" }, "alefiury_wav2vec2_librispeech": { "repo": "alefiury/wav2vec2-large-xlsr-53-gender-recognition-librispeech", "training_data": "LibriSpeech train-clean-100 (English, read speech)", "license": "Apache-2.0", "note": "binary female/male" }, "jaesunghuh_ecapa_voxceleb": { "repo": "JaesungHuh/voice-gender-classifier", "training_data": "VoxCeleb2 (English-dominant celebrity interviews)", "license": "MIT", "note": "ECAPA-TDNN, binary female/male" }, "prithivmlmods_common_voice": { "repo": "prithivMLmods/Common-Voice-Gender-Detection", "training_data": "Common Voice (crowdsourced, English-dominant)", "license": "Apache-2.0", "note": "binary female/male" }, "griko_svm_ecapa_voxceleb": { "repo": "griko/gender_cls_svm_ecapa_voxceleb", "training_data": "VoxCeleb2 (English-dominant celebrity interviews)", "license": "Apache-2.0", "note": "ECAPA-TDNN embeddings + SVM, binary female/male" } }, "audeering_wav2vec2_age_gender_gpu": { "accuracy": 0.9354, "macro_f1": 0.9353, "n_scored": 2215, "avg_latency_ms": 49.51, "device": "cuda" }, "alefiury_wav2vec2_librispeech_gpu": { "accuracy": 0.9111, "macro_f1": 0.9105, "n_scored": 2215, "avg_latency_ms": 50.48, "device": "cuda" }, "prithivmlmods_common_voice_gpu": { "accuracy": 0.94, "macro_f1": 0.9399, "n_scored": 2215, "avg_latency_ms": 18.64, "device": "cuda" }, "jaesunghuh_ecapa_voxceleb_gpu": { "accuracy": 0.9341, "macro_f1": 0.9339, "n_scored": 2215, "avg_latency_ms": 38.6, "device": "cuda" }, "griko_svm_ecapa_voxceleb_cpu": { "accuracy": 0.9314, "macro_f1": 0.9312, "avg_latency_ms": 451.36, "device": "cpu" }, "audeering_wav2vec2_age_gender_cpu": { "accuracy": 0.9354, "macro_f1": 0.9353, "n_scored": 2215, "avg_latency_ms": 1378.37, "device": "cpu" } }