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06/27/2023
DataCI: A Platform for Data-Centric AI on Streaming Data
We introduce DataCI, a comprehensive open-source platform designed speci...
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01/01/2023
MIGPerf: A Comprehensive Benchmark for Deep Learning Training and Inference Workloads on Multi-Instance GPUs
New architecture GPUs like A100 are now equipped with multi-instance GPU...
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07/24/2022
Spatial-Temporal Federated Learning for Lifelong Person Re-identification on Distributed Edges
Data drift is a thorny challenge when deploying person re-identification...
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07/19/2022
Active-Learning-as-a-Service: An Efficient MLOps System for Data-Centric AI
The success of today's AI applications requires not only model training ...
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06/06/2021
ModelCI-e: Enabling Continual Learning in Deep Learning Serving Systems
MLOps is about taking experimental ML models to production, i.e., servin...
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05/18/2021
ModelPS: An Interactive and Collaborative Platform for Editing Pre-trained Models at Scale
AI engineering has emerged as a crucial discipline to democratize deep n...
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02/05/2021
A Serverless Cloud-Fog Platform for DNN-Based Video Analytics with Incremental Learning
DNN-based video analytics have empowered many new applications (e.g., au...
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11/04/2020
InferBench: Understanding Deep Learning Inference Serving with an Automatic Benchmarking System
Deep learning (DL) models have become core modules for many applications...
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06/09/2020
Hysia: Serving DNN-Based Video-to-Retail Applications in Cloud
Combining video streaming and online retailing (V2R) has been a growing ...
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06/09/2020
MLModelCI: An Automatic Cloud Platform for Efficient MLaaS
MLModelCI provides multimedia researchers and developers with a one-stop...
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12/21/2019
Look, Read and Feel: Benchmarking Ads Understanding with Multimodal Multitask Learning
Given the massive market of advertising and the sharply increasing onlin...
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11/16/2018
Content-Aware Personalised Rate Adaptation for Adaptive Streaming via Deep Video Analysis
Adaptive bitrate (ABR) streaming is the de facto solution for achieving ...
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10/05/2018
ResumeNet: A Learning-based Framework for Automatic Resume Quality Assessment
Recruitment of appropriate people for certain positions is critical for ...
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04/10/2018