Pronunciation Assessment on speechocean762

Metric: Pearson correlation coefficient (PCC) (higher is better)

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#	Model↕	Pearson correlation coefficient (PCC)▼	Extra Data	Paper	Date↕	Code
1	3MH	0.811	No	A Hierarchical Context-aware Modeling Approach f...	2023-05-29	-
2	HierCB+ConPCO	0.803	No	ConPCO: Preserving Phoneme Characteristics for A...	2024-06-05	-
3	HiPAMA-Librispeech	0.754	No	Hierarchical Pronunciation Assessment with Multi...	2022-11-15	Code
4	GOPT-Librispeech	0.74	No	Transformer-Based Multi-Aspect Multi-Granularity...	2022-05-06	Code
5	GOPT-PAII	0.73	Yes	Transformer-Based Multi-Aspect Multi-Granularity...	2022-05-06	Code
6	HierCB+ConPCO	0.701	No	ConPCO: Preserving Phoneme Characteristics for A...	2024-06-05	-
7	3MH	0.694	No	A Hierarchical Context-aware Modeling Approach f...	2023-05-29	-
8	3MH	0.693	No	A Hierarchical Context-aware Modeling Approach f...	2023-05-29	-
9	HierCB+ConPCO	0.682	No	ConPCO: Preserving Phoneme Characteristics for A...	2024-06-05	-
10	GOPT-PAII	0.68	Yes	Transformer-Based Multi-Aspect Multi-Granularity...	2022-05-06	Code
11	E2E-R	0.68	No	-	-	Code
12	SpeechBlender + LSTM	0.63	No	SpeechBlender: Speech Augmentation Framework for...	2022-11-02	-
13	HiPAMA-Librispeech	0.62	No	Hierarchical Pronunciation Assessment with Multi...	2022-11-15	Code
14	GOPT-Librispeech	0.61	No	Transformer-Based Multi-Aspect Multi-Granularity...	2022-05-06	Code
15	GOPT-PAII	0.6	Yes	Transformer-Based Multi-Aspect Multi-Granularity...	2022-05-06	Code
16	HiPAMA-Librispeech	0.59	No	Hierarchical Pronunciation Assessment with Multi...	2022-11-15	Code
17	GOPT-Librispeech	0.55	No	Transformer-Based Multi-Aspect Multi-Granularity...	2022-05-06	Code
18	GOP	0.45	No	speechocean762: An Open-Source Non-native Englis...	2021-04-03	Code

#13MHSOTA
0.811
Pearson correlation coefficient (PCC)· 2023-05-29
A Hierarchical Context-aware Modeling Approach for Multi-aspect and Multi-granular Pronunciation Assessment
#2HierCB+ConPCO
0.803
Pearson correlation coefficient (PCC)· 2024-06-05
ConPCO: Preserving Phoneme Characteristics for Automatic Pronunciation Assessment Leveraging Contrastive Ordinal Regularization
#3HiPAMA-LibrispeechSOTA
0.754
Pearson correlation coefficient (PCC)· 2022-11-15
Hierarchical Pronunciation Assessment with Multi-Aspect Attention Code
#4GOPT-LibrispeechSOTA
0.74
Pearson correlation coefficient (PCC)· 2022-05-06
Transformer-Based Multi-Aspect Multi-Granularity Non-Native English Speaker Pronunciation Assessment Code
#5GOPT-PAII
0.73
Pearson correlation coefficient (PCC)· Extra Data· 2022-05-06
Transformer-Based Multi-Aspect Multi-Granularity Non-Native English Speaker Pronunciation Assessment Code
#6HierCB+ConPCO
0.701
Pearson correlation coefficient (PCC)· 2024-06-05
ConPCO: Preserving Phoneme Characteristics for Automatic Pronunciation Assessment Leveraging Contrastive Ordinal Regularization
#73MH
0.694
Pearson correlation coefficient (PCC)· 2023-05-29
A Hierarchical Context-aware Modeling Approach for Multi-aspect and Multi-granular Pronunciation Assessment
#83MH
0.693
Pearson correlation coefficient (PCC)· 2023-05-29
A Hierarchical Context-aware Modeling Approach for Multi-aspect and Multi-granular Pronunciation Assessment
#9HierCB+ConPCO
0.682
Pearson correlation coefficient (PCC)· 2024-06-05
ConPCO: Preserving Phoneme Characteristics for Automatic Pronunciation Assessment Leveraging Contrastive Ordinal Regularization
#10GOPT-PAII
0.68
Pearson correlation coefficient (PCC)· Extra Data· 2022-05-06
Transformer-Based Multi-Aspect Multi-Granularity Non-Native English Speaker Pronunciation Assessment Code
#11E2E-R
0.68
Pearson correlation coefficient (PCC)
No paperCode
#12SpeechBlender + LSTM
0.63
Pearson correlation coefficient (PCC)· 2022-11-02
SpeechBlender: Speech Augmentation Framework for Mispronunciation Data Generation
#13HiPAMA-Librispeech
0.62
Pearson correlation coefficient (PCC)· 2022-11-15
Hierarchical Pronunciation Assessment with Multi-Aspect Attention Code
#14GOPT-Librispeech
0.61
Pearson correlation coefficient (PCC)· 2022-05-06
Transformer-Based Multi-Aspect Multi-Granularity Non-Native English Speaker Pronunciation Assessment Code
#15GOPT-PAII
0.6
Pearson correlation coefficient (PCC)· Extra Data· 2022-05-06
Transformer-Based Multi-Aspect Multi-Granularity Non-Native English Speaker Pronunciation Assessment Code
#16HiPAMA-Librispeech
0.59
Pearson correlation coefficient (PCC)· 2022-11-15
Hierarchical Pronunciation Assessment with Multi-Aspect Attention Code
#17GOPT-Librispeech
0.55
Pearson correlation coefficient (PCC)· 2022-05-06
Transformer-Based Multi-Aspect Multi-Granularity Non-Native English Speaker Pronunciation Assessment Code
#18GOPSOTA
0.45
Pearson correlation coefficient (PCC)· 2021-04-03
speechocean762: An Open-Source Non-native English Speech Corpus For Pronunciation Assessment Code