Will You Ever Become Popular? Learning to Predict Virality of Dance Clips
نویسندگان
چکیده
Dance challenges are going viral in video communities like TikTok nowadays. Once a challenge becomes popular, thousands of short-form videos will be uploaded within couple days. Therefore, virality prediction from dance is great commercial value and has wide range applications, such as smart recommendation popularity promotion. In this article, novel multi-modal framework that integrates skeletal, holistic appearance, facial scenic cues proposed for comprehensive prediction. To model body movements, we propose pyramidal skeleton graph convolutional network (PSGCN) hierarchically refines spatio-temporal graphs. Meanwhile, introduce relational temporal (RTCN) to exploit appearance dynamics with non-local relations. An attentive fusion approach finally adaptively aggregate predictions different modalities. validate our method, large-scale (VDV) dataset, which contains over 4,000 clips eight challenges. Extensive experiments on the VDV dataset well demonstrate effectiveness approach. Furthermore, show short applications multi-dimensional action feedback can derived model.
منابع مشابه
Will You Ever Need an Exit Strategy?
A good decision maker, when adopting a new software solution, considers the initial cost, continuing costs, the return on investment, compatibility with existing software and personnel skills, and so on—evaluating all of the start-up and projected continuing costs. Today, possible software solutions must include cloud computing and, more generally, software as a service (SaaS) or “x” as a servi...
متن کاملWill Web Surveys Ever Become Part of Mainstream Research?
This journal issue contains two interesting papers on web survey methodology that reach different conclusions about the potential use of web surveys, in particular which of two modes achieves the higher response rate. High response rates are commonly seen as an indicator for the validity of surveys. Leece et al. [1] used systematic sampling to assign half of a list of orthopedic surgeons to a w...
متن کاملWhich Learning Style Do You Prefer to Improve EFL Learning?
The term "learning styles" refers to the concept that individuals differ in regard to what mode of instruction or study is most effective for them. Proponents of learningstyle assessment contend that optimal instruction requires diagnosing individuals' learning style and tailoring instruction accordingly (pashler, McDaniel, Rohrer, and Bjork, 2009). There are several methods or theories that d...
متن کاملSquamous carcinoma arising in a branchial cleft cyst: have you ever treated one? Will you?
The existence of primary branchiogenic carcinoma - that is, carcinoma arising in a pre-existing branchial cleft cyst (a benign developmental cyst) - has in recent decades been the subject of increasing scepticism. Recognition of the propensity of a variety of head and neck sites - including in particular the tonsil - to give rise to cervical metastases while the primary tumours themselves remai...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: ACM Transactions on Multimedia Computing, Communications, and Applications
سال: 2022
ISSN: ['1551-6857', '1551-6865']
DOI: https://doi.org/10.1145/3477533