Workshop
Exploring the Next Generation of Data
Nadine Chang · Maying Shen · Jose M. Alvarez · Sifei Liu · Rafid Mahmood · Despoina Paschalidou
Wed 11 Jun 7:50 a.m. PDT — 3 p.m. PDT
Though start and end times here are correct, detailed schedules here may not be complete or up to date. Please be sure to cross reference the workshop's website to verify workshop schedule details if they are available on the workshop's website. (Added by CVPR.)
Data is more crucial than ever, enabling the first generation of deep learning models to the new generation of foundation models. These foundation models are rapidly incorporating into several safety critical applications of human life. Thus, the large volume of data they rely on must be high-quality for safe model development. Due to the sheer volume of raw data, it is necessary to obtain a scalable ability to rank and select data by its inherent quality and value for both generic and specific tasks. Recently, foundation models themselves are used to discover even more data to feed into more foundation model training. This cyclic relationship between data and foundation models introduces another layer of complexity and biases to consider. Overall, this enormous challenge to discover the next generation of data requires several considerations: definition of quality data, bias-free data, scalability, generating data, ethical data gathering, continuous data gathering, and hallucination free foundation models for data mining. In this workshop, 7 leading experts across academia and industry will discuss how to tackle this large challenge together.
Schedule
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CACP: Context-Aware Copy-Paste to Enrich Image Content for Data Augmentation
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Qiushi Guo · Shaoxiang Wang · Chun-Peng Chang · Jason Rambach 🔗 |
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Prototype-Guided Diffusion for Digital Pathology: Achieving Foundation Model Performance with Minimal Clinical Data
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Ekaterina Redekop · Mara Pleasure · Vedrana Ivezic · Zichen Wang · Kimberly Flores · Anthony Sisk · William Speier · Corey Arnold 🔗 |
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Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
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11 presentersYuxiang Lin · Jingdong Sun · Zhi-Qi Cheng · Jue Wang · Haomin Liang · Zebang Cheng · Yifei Dong · Jun-Yan He · Xiaojiang Peng · Xian-Sheng Hua · Xian-Sheng Hua |