Connectionists: Subject: [CFP] Deadline Extended for Vocal Emotion in Non-Verbal Vocalisations Competition at ACII 2022
Alice Baird
alice at hume.ai
Tue Jun 28 17:22:22 EDT 2022
Dear Community,
We are delighted to announce that the first annual ACII Affective Vocal
Burst (A-VB) Workshop and Competition is now open for competition
registration and the submission deadline has been altered.
Within this first iteration of the ACII A-VB Challenge, the participants
are presented with four emotion-focused sub-challenges that utilize the
large-scale and “in-the-wild” Hume-VB dataset. The dataset and the four
tracks draw attention to new innovations in emotion science as it pertains
to vocal expression, addressing low- and high-dimensional theories of
emotional expression, cultural variation, and “call types” (laugh, cry,
sigh, etc.).
The four tasks include:
- The High-Dimensional Emotion Task (A-VB High): The A-VB High track,
explores a high-dimensional emotion space for understanding vocal bursts.
Participants will be challenged with predicting the intensity of 10
emotions (Awe, Excitement, Amusement, Awkwardness, Fear, Horror, Distress,
Triumph, Sadness, and Surprise) associated with each vocal burst as a
multi-output regression task. Participants will report the average
Concordance Correlation Coefficient (CCC), as well as the Pearson
correlation coefficient, across all 10 emotions. The baseline for this
challenge will be based on CCC.
- The Two-Dimensional Emotion Task (A-VB Two): In the A-VB Two track, we
investigate a low-dimensional emotion space that is based on the circumplex
model of affect. Participants will predict values of arousal and valence
(on a scale from 1=unpleasant/subdued, 5=neutral, 9=pleasant/stimulated) as
a regression task. Participants will report the average Concordance
Correlation Coefficient (CCC), as well as the Pearson correlation
coefficient, across the two dimensions. The baseline for this challenge
will be based on CCC.
- The Cross-Cultural Emotion Task (A-VB Culture): In the A-VB Culture
track, participants will be challenged with predicting the intensity of 10
emotions associated with each vocal burst as a multi-output regression
task, using a model or multiple models that generate predictions specific
to each of the four cultures (the U.S., China, Venezuela, or South
Africa). Specifically, annotations of each vocal burst will consist of
culture-specific ground truth, meaning that the ground truth for each
sample will be the average of annotations solely from the country of origin
of the sample. Participants will report the average Concordance Correlation
Coefficient (CCC), as well as the Pearson correlation coefficient, across
all 10 emotions. The baseline for this challenge will be based on CCC.
- The Expressive Burst-Type Task (A-VB Type): In the A-VB Type task,
participants will be challenged with classifying the type of expressive
vocal burst from 7 classes (Gasp, Laugh, Cry, Scream, Grunt, Groan, Pant,
Other). Participants will report the Unweighted Average Recall (UAR) as a
measure of performance.
*The A-VB Workshop will also be accepting contributions on other related
topics:*
-
Detecting and Understanding Nonverbal Vocalizations
-
Modeling Vocal Emotional Expression
-
Cross-Cultural Emotional Expression Modeling
-
Other topics related to Auditory Affective Computing
See the following website for more information, rules, and deadlines:
www.competitions.hume.ai
*The general deadlines have been extended and are as follows:*
- Challenge Opening (data available): May 27, 2022
- Baselines information released: TBA.
- Other Topics contributions deadline: July 22, 2022
*(Included in ACII Proceedings)*
- Notification of Acceptance: July 29, 2022
- Camera Ready: August 15, 2022
- *Competition deadline: September 2, 2022*
-
*Competition Technical Report submission deadline: September 6, 2022 **(Peer
Reviewed by A-VB technical committee, not included in ACII Proceedings)*
- Notification of Acceptance: September 16, 2022
- Workshop: October 18 - 21, 2022
We look forward to hearing from interested parties! Please get in touch
with competitions at hume.ai with any questions!
More information can be found on our website: competitions.hume.ai/avb2022
<https://www.competitions.hume.ai/avb2022>
Best,
A-VB Workshop & Competition organizing team
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