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local		local
README.md		README.md
README_LightweightSincConvs.md		README_LightweightSincConvs.md
asr.sh		asr.sh
cmd.sh		cmd.sh
db.sh		db.sh
path.sh		path.sh
pyscripts		pyscripts
run.sh		run.sh
scripts		scripts
steps		steps
utils		utils

README.md

Lightweight Sinc Convolutions

The second results

Environments

date: Mon Feb 17 18:11:26 JST 2020
python version: 3.7.5 (default, Oct 25 2019, 15:51:11) [GCC 7.3.0]
espnet version: espnet 0.5.4
pytorch version: pytorch 1.4.0
Git hash: 89cc53646f3afb634c2bf10b4a69ddd368479b74
- Commit date: `Thu Jan 23 19:09:29 2020 +0900

200 epoch Transformer feats_type=raw

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.ave	1082	13235	68.1	26.3	5.6	3.8	35.7	95.6
decode_et_itdecode_asr_asr_model_valid.acc.ave	1055	12990	69.3	25.7	5.0	3.9	34.6	93.9

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.ave	1082	79133	92.4	4.1	3.5	2.0	9.6	95.6
decode_et_itdecode_asr_asr_model_valid.acc.ave	1055	77966	92.7	3.9	3.4	1.8	9.1	93.9

200 epoch Transformer feats_type=fbank_pitch

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.ave	1082	13235	67.9	26.9	5.2	4.1	36.2	95.6
decode_et_itdecode_asr_asr_model_valid.acc.ave	1055	12990	68.3	26.6	5.1	4.4	36.1	95.7

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.ave	1082	79133	92.2	4.2	3.6	2.0	9.9	95.6
decode_et_itdecode_asr_asr_model_valid.acc.ave	1055	77966	92.4	4.0	3.6	1.9	9.5	95.7

VGG-BLSTMP feats_type=raw

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.best	1082	13235	63.1	32.0	4.9	5.1	42.0	96.9
decode_et_itdecode_asr_asr_model_valid.acc.best	1055	12990	63.7	31.3	5.0	5.3	41.7	96.9

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.best	1082	79133	90.8	5.2	4.0	2.5	11.7	96.9
decode_et_itdecode_asr_asr_model_valid.acc.best	1055	77966	90.8	5.1	4.0	2.3	11.4	96.9

VGG-BLSTMP feats_type=fbank_pitch

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.best	1082	13235	63.0	32.1	4.9	5.1	42.1	97.4
decode_et_itdecode_asr_asr_model_valid.acc.best	1055	12990	63.3	31.8	4.9	5.5	42.2	97.3

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.best	1082	79133	90.8	5.2	4.0	2.6	11.8	97.4
decode_et_itdecode_asr_asr_model_valid.acc.best	1055	77966	90.7	5.2	4.1	2.4	11.6	97.3

The first results

Environments

date: Thu Jan 23 19:10:23 JST 2020
python version: 3.7.5 (default, Oct 25 2019, 15:51:11) [GCC 7.3.0]
espnet version: espnet 0.5.4
pytorch version: pytorch 1.4.0
Git hash: 89cc53646f3afb634c2bf10b4a69ddd368479b74
- Commit date: Thu Jan 23 19:09:29 2020 +0900

asr_train_asr_transformer_raw_char_normalize_confnorm_varsFalse

WER (valid.acc.ave)

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.ave	1082	13235	62.4	31.4	6.1	3.7	41.3	97.2
decode_et_itdecode_asr_asr_model_valid.acc.ave	1055	12990	61.6	31.9	6.5	3.9	42.3	97.5

WER (valid.acc.best)

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.best	1082	13235	54.1	38.4	7.5	4.1	50.0	99.1
decode_et_itdecode_asr_asr_model_valid.acc.best	1055	12990	53.4	38.4	8.3	4.1	50.7	98.8

CER (valid.acc.ave)

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.ave	1082	79133	91.1	4.4	4.5	2.0	10.9	97.2
decode_et_itdecode_asr_asr_model_valid.acc.ave	1055	77966	91.0	4.5	4.6	1.9	10.9	97.5

CER (valid.acc.best)

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.best	1082	79133	88.4	5.5	6.1	2.5	14.0	99.1
decode_et_itdecode_asr_asr_model_valid.acc.best	1055	77966	88.3	5.5	6.2	2.3	14.0	98.8

VGG-GRU ( asr_train_asr_rnn_raw_char_normalize_confnorm_varsFalse )

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.best	1082	13235	60.1	34.7	5.2	5.1	45.0	97.6
decode_et_itdecode_asr_asr_model_valid.acc.best	1055	12990	60.3	34.3	5.4	5.5	45.2	97.2

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_dt_itdecode_asr_asr_model_valid.acc.best	1082	79133	90.1	5.5	4.4	2.5	12.4	97.6
decode_et_itdecode_asr_asr_model_valid.acc.best	1055	77966	90.1	5.6	4.3	2.4	12.3	97.2