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Getting the subtext without the text: Scalable multimodal sentiment classification from visual and acoustic modalities [article]

Nathaniel Blanchard, Daniel Moreira, Aparna Bharati, Walter J. Scheirer
2018 arXiv   pre-print
The ubiquitousness of these videos has increased the importance of multimodal fusion models, which incorporate video and audio features with traditional text features for automatic sentiment detection.  ...  In the detection of sentiment in these videos, acoustic and video features provide clarity to otherwise ambiguous transcripts.  ...  Conclusion We conclude our study with the presentation of the results of a generalized model for multimodal sentiment analysis using only visual and audio modalities.  ... 
arXiv:1807.01122v1 fatcat:6w2ym2lxwzdixmt3bd3o4rbyfe

Getting the subtext without the text: Scalable multimodal sentiment classification from visual and acoustic modalities

Nathaniel Blanchard, Daniel Moreira, Aparna Bharati, Walter Scheirer
2018 Proceedings of Grand Challenge and Workshop on Human Multimodal Language (Challenge-HML)   unpublished
In the last decade, video blogs (vlogs) have become an extremely popular method through which people express sentiment.  ...  Conclusion We conclude our study with the presentation of the results of a generalized model for multimodal sentiment analysis using only visual and audio modalities.  ...  Their findings confirmed that multimodal audio and visual models have lower performance than multimodal models that contain text.  ... 
doi:10.18653/v1/w18-3301 fatcat:pecfhbxajngzvjzcqr7q2randa

Towards a 'Paradise Garden': Aesthetics, Performance Practice and Organology in Jonathan Harvey's Bird Concerto with Pianosong

Ryan MacEvoy McCullough
2020
institutional relationships, Harvey's use of electro-acoustic tools always operated near the state of the art and thus necessitated a continual dependency on technical aid from "musical assistants."  ...  The English composer Jonathan Harvey is known for a wide-ranging oeuvre featuring many influential implementations of electro-acoustic tools and techniques.  ...  of some of the sounds made by the Speaker's words… a subsidiary choral statement of some text from the culture… a climactic choral statement of a principal text from the culture," and then finally a refrain  ... 
doi:10.7298/bsxd-k260 fatcat:kn3blwr7l5edbonun6fn4wxjs4

Planting Trees with Digital Media: Reimagining Ecological Care

Shruti Desai
2019
A set of corresponding campaigns is analysed for each case using multimodal ecocritical discourse analysis, which attends to trees as subjects of environmental discourse and practice.  ...  In the last decade, planting trees through the internet, social media, and web and mobile applications has become popularised as a means to express care and consideration for the earth and distant others  ...  In the next section, I share how I analysed the campaign texts in terms of their distinct expressive modalities.  ... 
doi:10.25602/gold.00026400 fatcat:rfpl4bzm5zg2rfqsm5zkg6hqvq