Bias and diversity in synthetic-based face recognition
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 …
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 …
scale foundation models (FMs), such as generative pre-trained transformer (GPT), Sora, etc …
Extract-transform-load for video streams
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 …
and cheap cost. However, storing and querying video at such scales is prohibitively …
Zelda: Video analytics using vision-language models
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 …
structured queries over video datasets. However, existing systems limit query expressivity …
Vocalexplore: Pay-as-you-go video data exploration and model building
We introduce VOCALExplore, a system designed to support users in building domain-
specific models over video datasets. VOCALExplore supports interactive labeling sessions …
specific models over video datasets. VOCALExplore supports interactive labeling sessions …
TVM: A Tile-based Video Management Framework
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 …
analysis technology. Modern query frameworks aim to accelerate queries by reducing the …
Eva: An end-to-end exploratory video analytics system
In recent years, deep learning models have revolutionized computer vision, enabling
diverse applications. However, these models are computationally expensive, and leveraging …
diverse applications. However, these models are computationally expensive, and leveraging …
Vulcan: Automatic Query Planning for Live {ML} Analytics
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 …
recent evolution of ML technologies. To serve live ML queries, experts nowadays still need …
Metadata representations for queryable repositories of machine learning models
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 …
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 …
complex, ranging from retrieval tasks (“find me the top videos that have...”), to analytics (“how …