Bias and diversity in synthetic-based face recognition

M Huber, AT Luu, F Boutros… - Proceedings of the …, 2024 - openaccess.thecvf.com
Synthetic data is emerging as a substitute for authentic data to solve ethical and legal
challenges in handling authentic face data. The current models can create real-looking face …

Prospective Role of Foundation Models in Advancing Autonomous Vehicles

J Wu, B Gao, J Gao, J Yu, H Chu, Q Yu, X Gong… - Research, 2024 - spj.science.org
With the development of artificial intelligence and breakthroughs in deep learning, large-
scale foundation models (FMs), such as generative pre-trained transformer (GPT), Sora, etc …

Extract-transform-load for video streams

F Kossmann, Z Wu, E Lai, N Tatbul, L Cao… - arXiv preprint arXiv …, 2023 - arxiv.org
Social media, self-driving cars, and traffic cameras produce video streams at large scales
and cheap cost. However, storing and querying video at such scales is prohibitively …

Zelda: Video analytics using vision-language models

F Romero, C Winston, J Hauswald, M Zaharia… - arXiv preprint arXiv …, 2023 - arxiv.org
Advances in ML have motivated the design of video analytics systems that allow for
structured queries over video datasets. However, existing systems limit query expressivity …

Vocalexplore: Pay-as-you-go video data exploration and model building

M Daum, E Zhang, D He, S Mussmann… - Proceedings of the …, 2023 - dl.acm.org
We introduce VOCALExplore, a system designed to support users in building domain-
specific models over video datasets. VOCALExplore supports interactive labeling sessions …

TVM: A Tile-based Video Management Framework

T Zhong, Z Zhang, G Lu, Y Yuan, YP Wang… - Proceedings of the …, 2023 - dl.acm.org
With the exponential growth of video data, there is a pressing need for efficient video
analysis technology. Modern query frameworks aim to accelerate queries by reducing the …

Eva: An end-to-end exploratory video analytics system

GT Kakkar, J Cao, P Chunduri, Z Xu, SR Vyalla… - Proceedings of the …, 2023 - dl.acm.org
In recent years, deep learning models have revolutionized computer vision, enabling
diverse applications. However, these models are computationally expensive, and leveraging …

Vulcan: Automatic Query Planning for Live {ML} Analytics

Y Zhang, X Zhang, G Ananthanarayanan… - … USENIX Symposium on …, 2024 - usenix.org
Live ML analytics have gained increasing popularity with large-scale deployments due to
recent evolution of ML technologies. To serve live ML queries, experts nowadays still need …

Metadata representations for queryable repositories of machine learning models

Z Li, H Kant, R Hai, A Katsifodimos, M Brambilla… - IEEE …, 2023 - ieeexplore.ieee.org
Machine learning (ML) practitioners and organizations are building model repositories of pre-
trained models, referred to as model zoos. These model zoos contain metadata describing …

[PDF][PDF] V2V: Efficiently Synthesizing Video Results for Video Queries

D Winecki, A Nandi - 2024 IEEE 40th International Conference on …, 2024 - ixlab.github.io
Querying video data has become increasingly popular and useful. Video queries can be
complex, ranging from retrieval tasks (“find me the top videos that have...”), to analytics (“how …