SGED: A Benchmark dataset for Performance Evaluation of Spiking Gesture Emotion Recognition
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Abstract (arXiv)
In the field of affective computing, researchers in the community have promoted the performance of models and algorithms by using the complementarity of multimodal information. However, the emergence of more and more modal information makes the development of datasets unable to keep up with the progress of existing modal sensing equipment. Collecting and studying multimodal data is a complex and significant work. In order to supplement the challenge of partial missing of community data. We collected and labeled a new homogeneous multimodal gesture emotion recognition dataset based on the analysis of the existing data sets. This data set complements the defects of homogeneous multimodal data and provides a new research direction for emotion recognition. Moreover, we propose a pseudo dual-flow network based on this dataset, and verify the application potential of this dataset in the affective computing community. The experimental results demonstrate that it is feasible to use the traditional visual information and spiking visual information based on homogeneous multimodal data for visual emotion recognition.The dataset is available at urlhttps://github.com/201528014227051/SGED
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References · 10
- 2016The Event-Camera Dataset and Simulator: Event-based Data for Pose Estimation, Visual Odometry, and SLAMcited by 203
- 2018Event-based Vision meets Deep Learning on Steering Prediction for Self-driving Carscited by 200
- 2016MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videoscited by 194
- 2018Event-based Moving Object Detection and Trackingcited by 127
- 2020Event-based Asynchronous Sparse Convolutional Networkscited by 104
- 2020Temporal Binary Representation for Event-Based Action Recognitioncited by 51
- 2019CED: Color Event Camera Datasetcited by 37
- 2021Hybrid SNN-ANN: Energy-Efficient Classification and Object Detection for Event-Based Visioncited by 22
- 2018Event-based Gesture Recognition with Dynamic Background Suppression using Smartphone Computational Capabilitiescited by 13
- 2020Neuromorphic Event-Based Slip Detection and suppression in Robotic Grasping and Manipulationcited by 9
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