Deep Learning based Multi-Label Image Classification of Protest Activities
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Abstract (arXiv)
With the rise of internet technology amidst increasing rates of urbanization, sharing information has never been easier thanks to globally-adopted platforms for digital communication. The resulting output of massive amounts of user-generated data can be used to enhance our understanding of significant societal issues particularly for urbanizing areas. In order to better analyze protest behavior, we enhanced the GSR dataset and manually labeled all the images. We used deep learning techniques to analyze social media data to detect social unrest through image classification, which performed good in predict multi-attributes, then also used map visualization to display protest behaviors across the country.
Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). Builds on 6 of its 26 references that are in the map. First posted on arXiv 10 Jan 2023.
Builds on
6 of 26 references.
References · 6
- 2014Adam: A Method for Stochastic Optimizationcited by 37,240
- 2017The Effectiveness of Data Augmentation in Image Classification using Deep Learningcited by 370
- 2017Protest Activity Detection and Perceived Violence Estimation from Social Media Imagescited by 20
- 2020Learnable Descent Algorithm for Nonsmooth Nonconvex Image Reconstructioncited by 15
- 2014'Beating the news' with EMBERS: Forecasting Civil Unrest using Open Source Indicatorscited by 10
- 2018Coordinating Disaster Emergency Response with Heuristic Reinforcement Learningcited by 5
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Citing papers per year: 2023: 1; 2024: 7; 2025: 6.
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2 more
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- 2025Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning15 Mar 2025
- 2025CT-PatchTST: Channel-Time Patch Time-Series Transformer for Long-Term Renewable Energy Forecasting15 Jan 2025
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- 2024Integrating HCI Datasets in Project-Based Machine Learning Courses: A College-Level Review and Case Study6 Aug 2024
- 2024TrialEnroll: Predicting Clinical Trial Enrollment Success with Deep & Cross Network and Large Language Models18 Jul 2024
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- 2025Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learningcited by 11
- 2025Scalability Optimization in Cloud-Based AI Inference Services: Strategies for Real-Time Load Balancing and Automated Scalingcited by 10
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- 2025Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusioncited by 6
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- 2024TrialEnroll: Predicting Clinical Trial Enrollment Success with Deep & Cross Network and Large Language Modelscited by 4
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- 2024Integrating HCI Datasets in Project-Based Machine Learning Courses: A College-Level Review and Case Studycited by 0
- 2024Accelerated Markov Chain Monte Carlo Using Adaptive Weighting Schemecited by 0
- 2024How to Train Text Summarization Model with Weak Supervisionscited by 0
- 2025Coarse-to-Fine Personalized LLM Impressions for Streamlined Radiology Reports19 Aug 2025
- 2025Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion25 Apr 2025
- 2025Scalability Optimization in Cloud-Based AI Inference Services: Strategies for Real-Time Load Balancing and Automated Scaling16 Apr 2025
- 2025Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning15 Mar 2025
- 2025CT-PatchTST: Channel-Time Patch Time-Series Transformer for Long-Term Renewable Energy Forecasting15 Jan 2025
- 2024How to Train Text Summarization Model with Weak Supervisions27 Aug 2024
- 2024Accelerated Markov Chain Monte Carlo Using Adaptive Weighting Scheme23 Aug 2024
- 2024Integrating HCI Datasets in Project-Based Machine Learning Courses: A College-Level Review and Case Study6 Aug 2024
- 2024TrialEnroll: Predicting Clinical Trial Enrollment Success with Deep & Cross Network and Large Language Models18 Jul 2024
- 2024TrialBench: Multi-Modal Artificial Intelligence-Ready Clinical Trial Datasets30 Jun 2024
- 2024TrialDura: Hierarchical Attention Transformer for Interpretable Clinical Trial Duration Prediction20 Apr 2024
- 2023Unleashing the Power of Self-Supervised Image Denoising: A Comprehensive Review1 Aug 2023