Data Detection
Data detection research focuses on reliably identifying patterns and anomalies within diverse data types, aiming to improve accuracy and efficiency across various applications. Current efforts concentrate on enhancing existing models like YOLO and convolutional neural networks, incorporating techniques such as few-shot learning, ensemble methods, and vision-language models to address challenges like imbalanced datasets, adversarial attacks, and low-light conditions. These advancements have significant implications for fields ranging from autonomous driving and healthcare diagnostics to combating misinformation and securing AI models.
Papers
The Adversarial AI-Art: Understanding, Generation, Detection, and Benchmarking
Yuying Li, Zeyan Liu, Junyi Zhao, Liangqin Ren, Fengjun Li, Jiebo Luo, Bo Luo
Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback
Wenyi Xiao, Ziwei Huang, Leilei Gan, Wanggui He, Haoyuan Li, Zhelun Yu, Hao Jiang, Fei Wu, Linchao Zhu
A multi-robot system for the detection of explosive devices
Ken Hasselmann, Mario Malizia, Rafael Caballero, Fabio Polisano, Shashank Govindaraj, Jakob Stigler, Oleksii Ilchenko, Milan Bajic, Geert De Cubber
Quantum Convolutional Neural Networks for the detection of Gamma-Ray Bursts in the AGILE space mission data
A. Rizzo, N. Parmiggiani, A. Bulgarelli, A. Macaluso, V. Fioretti, L. Castaldini, A. Di Piano, G. Panebianco, C. Pittori, M. Tavani, C. Sartori, C. Burigana, V. Cardone, F. Farsian, M. Meneghetti, G. Murante, R. Scaramella, F. Schillirò, V. Testa, T. Trombetti
Rethinking Out-of-Distribution Detection for Reinforcement Learning: Advancing Methods for Evaluation and Detection
Linas Nasvytis, Kai Sandbrink, Jakob Foerster, Tim Franzmeyer, Christian Schroeder de Witt
Research on Detection of Floating Objects in River and Lake Based on AI Intelligent Image Recognition
Jingyu Zhang, Ao Xiang, Yu Cheng, Qin Yang, Liyang Wang
What's Mine becomes Yours: Defining, Annotating and Detecting Context-Dependent Paraphrases in News Interview Dialogs
Anna Wegmann, Tijs van den Broek, Dong Nguyen