بررسی تشخیص احساسات موسیقی
A survey of music emotion recognition
سال انتشار: 2022
رشته: موسیقی - مهندسی کامپیوتر
گرایش: موسیق شناسی - هوش مصنوعی
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4 Development status and trends
MER has made great progress, and the number of literatures is increasing. The metrics on the performance on some common datasets are presented in Table 12 to comprehensively show the current performance of MER methods. MediaEval Emotion in Music and AMC task in MIREX are two international MER competitions which have witnessed the development of MER in recent years, and they are attracting more researchers’ attention.
4.1 Current challenges Currently, there are many challenging problems in the MER field, and the following gives four of them.
Firstly, emotions are subjective and difficult to quantify. Different people may have different emotional perceptions of the same music, even the same person is also inconsistent in different times and situations, which reflects the subjectivity of music. For categorical emotion models, a few adjectives are difficult to accurately quantify the richness of music emotions. For dimensional emotion models, such as the most commonly used VA model, one of its quadrants often contains multiple approximate emotions (such as the first quadrant contains glad, excited, etc.), but which numerical value corresponds to which emotion is vague and difficult to quantify. Therefore, since the current emotion models are having difficulty in accurately quantifying the rich emotions of music, some further research on new emotion models is needed.
(دقت کنید که این بخش از متن، با استفاده از گوگل ترنسلیت ترجمه شده و توسط مترجمین سایت ای ترجمه، ترجمه نشده است و صرفا جهت آشنایی شما با متن میباشد.)
4 وضعیت توسعه و روند
MER پیشرفت زیادی داشته است و تعداد ادبیات در حال افزایش است. معیارهای مربوط به عملکرد برخی از مجموعه‌های داده رایج در جدول 12 ارائه شده است تا به طور جامع عملکرد فعلی روش‌های MER را نشان دهد. MediaEval Emotion در دو مسابقه بین المللی MER هستند که در سال های اخیر شاهد پیشرفت MER بوده اند و توجه محققان بیشتری را به خود جلب کرده اند.
4.1 چالش‌های کنونی در حال حاضر، مشکلات چالش برانگیز زیادی در زمینه MER وجود دارد که در ادامه چهار مورد از آنها ارائه شده است.
