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Interpretation of retrieved results is an important issue in music recommender systems, particularly from a user perspective. In this study, we investigate the methods for providing interpretability of content features using self-attention.…

Information Retrieval · Computer Science 2018-09-05 Seungjin Lee , Juheon Lee , Kyogu lee

Recent advances in text-to-video (T2V) technology, as demonstrated by models such as Runway Gen-3, Pika, Sora, and Kling, have significantly broadened the applicability and popularity of the technology. This progress has created a growing…

Computer Vision and Pattern Recognition · Computer Science 2026-01-27 Zelu Qi , Ping Shi , Shuqi Wang , Chaoyang Zhang , Fei Zhao , Zefeng Ying , Da Pan , Xi Yang , Zheqi He , Teng Dai

In the era of extensive intersection between art and Artificial Intelligence (AI), such as image generation and fiction co-creation, AI for music remains relatively nascent, particularly in music understanding. This is evident in the…

Research on how humans perceive aesthetics in shapes, colours, and music has predominantly focused on Western populations, limiting our understanding of how cultural environments shape aesthetic preferences. We present a large-scale…

Multimedia · Computer Science 2025-05-12 Harin Lee , Eline Van Geert , Elif Celen , Raja Marjieh , Pol van Rijn , Minsu Park , Nori Jacoby

The rapid advancements in generative AI and large language models (LLMs) have opened up new avenues for producing synthetic data, particularly in the realm of structured tabular formats, such as product reviews. Despite the potential…

Machine Learning · Computer Science 2025-07-25 Yefeng Yuan , Yuhong Liu , Liang Cheng

Sentiment analysis is a continuously explored area of text processing that deals with the computational analysis of opinions, sentiments, and subjectivity of text. However, this idea is not limited to text and speech, in fact, it could be…

Sound · Computer Science 2024-03-27 Etash Jhanji

Although lyrics generation has achieved significant progress in recent years, it has limited practical applications because the generated lyrics cannot be performed without composing compatible melodies. In this work, we bridge this…

Computation and Language · Computer Science 2023-05-29 Yusen Sun , Liangyou Li , Qun Liu , Dit-Yan Yeung

We employ Natural Language Processing techniques to analyse 377808 English song lyrics from the "Two Million Song Database" corpus, focusing on the expression of sexism across five decades (1960-2010) and the measurement of gender biases.…

Computers and Society · Computer Science 2023-05-03 Lorenzo Betti , Carlo Abrate , Andreas Kaltenbrunner

In speech generation tasks, human subjective ratings, usually referred to as the opinion score, are considered the "gold standard" for speech quality evaluation, with the mean opinion score (MOS) serving as the primary evaluation metric.…

Sound · Computer Science 2024-06-21 Yuxun Tang , Jiatong Shi , Yuning Wu , Qin Jin

Text-to-video (T2V) generative models have advanced significantly, yet their ability to compose different objects, attributes, actions, and motions into a video remains unexplored. Previous text-to-video benchmarks also neglect this…

Computer Vision and Pattern Recognition · Computer Science 2025-01-16 Kaiyue Sun , Kaiyi Huang , Xian Liu , Yue Wu , Zihan Xu , Zhenguo Li , Xihui Liu

Translating natural language to visualization (NL2VIS) has shown great promise for visual data analysis, but it remains a challenging task that requires multiple low-level implementations, such as natural language processing and…

Human-Computer Interaction · Computer Science 2024-08-08 Nan Chen , Yuge Zhang , Jiahang Xu , Kan Ren , Yuqing Yang

Existing text-to-video (T2V) evaluation benchmarks, such as VBench and EvalCrafter, suffer from two limitations. (i) While the emphasis is on subject-centric prompts or static camera scenes, camera motion essential for producing cinematic…

Computer Vision and Pattern Recognition · Computer Science 2025-10-10 Nithin C. Babu , Aniruddha Mahapatra , Harsh Rangwani , Rajiv Soundararajan , Kuldeep Kulkarni

Lyrics translation requires both accurate semantic transfer and preservation of musical rhythm, syllabic structure, and poetic style. In animated musicals, the challenge intensifies due to alignment with visual and auditory cues. We…

Computation and Language · Computer Science 2025-09-19 Woohyun Cho , Youngmin Kim , Sunghyun Lee , Youngjae Yu

Recent advances in music generation produce impressive samples, however, practical creation still lacks two key capabilities: composer-style structural editing and minute-scale coherence. We present MusicWeaver, a framework for generating…

Sound · Computer Science 2026-01-30 Xuanchen Wang , Heng Wang , Weidong Cai

Recent commercial systems such as Suno demonstrate strong capabilities in long-form song generation, while academic research remains largely non-reproducible due to the lack of publicly available training data, hindering fair comparison and…

The application of text mining methods is becoming increasingly prevalent, particularly within Humanities and Computational Social Sciences, as well as in a broader range of disciplines. This paper presents an analysis of gender bias in…

Computation and Language · Computer Science 2025-03-13 Danqing Chen , Adithi Satish , Rasul Khanbayov , Carolin M. Schuster , Georg Groh

We developed and validated a rating scale to assess the aesthetic pleasure (or beauty) of a visual data representation: the BeauVis scale. With our work we offer researchers and practitioners a simple instrument to compare the visual…

Human-Computer Interaction · Computer Science 2022-11-17 Tingying He , Petra Isenberg , Raimund Dachselt , Tobias Isenberg

There are many applications that aim to create a complete model for an autonomously generated composition; systems are able to generate muzak songs, assist singers in transcribing songs or can imitate long-dead authors. Subjective…

Sound · Computer Science 2022-04-12 Daniel Kvak

Separation of multiple singing voices into each voice is a rarely studied area in music source separation research. The absence of a benchmark dataset has hindered its progress. In this paper, we present an evaluation dataset and provide…

Sound · Computer Science 2023-05-05 Chang-Bin Jeon , Hyeongi Moon , Keunwoo Choi , Ben Sangbae Chon , Kyogu Lee

Creating lyrics and melodies for the vocal track in a symbolic format, known as song composition, demands expert musical knowledge of melody, an advanced understanding of lyrics, and precise alignment between them. Despite achievements in…

Sound · Computer Science 2025-06-03 Shuangrui Ding , Zihan Liu , Xiaoyi Dong , Pan Zhang , Rui Qian , Junhao Huang , Conghui He , Dahua Lin , Jiaqi Wang
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