Today we kick off our coverage of the 2023 CVPR conference joined by Fatih Porikli, a Senior Director of Technology at Qualcomm. In our conversation with Fatih, we covered quite a bit of ground, touching on a total of 12 papers/demos, focusing on topics like data augmentation and optimized architectures for computer vision. We explore advances in optical flow estimation networks, cross-model, and stage knowledge distillation for efficient 3D object detection, and zero-shot learning via language models for fine-grained labeling. We also discuss generative AI advancements and computer vision optimization for running large models on edge devices. Finally, we discuss objective functions, architecture design choices for neural networks, and efficiency and accuracy improvements in AI models via the techniques introduced in the papers.
Applying the Causal Roadmap to Optimal Dynamic Treatment Rules with Lina Montoya - #506
Constraint Active Search for Human-in-the-Loop Optimization with Gustavo Malkomes - #505
Fairness and Robustness in Federated Learning with Virginia Smith -#504
Scaling AI at H&M Group with Errol Koolmeister - #503
Evolving AI Systems Gracefully with Stefano Soatto - #502
ML Innovation in Healthcare with Suchi Saria - #501
Cross-Device AI Acceleration, Compilation & Execution with Jeff Gehlhaar - #500
The Future of Human-Machine Interaction with Dan Bohus and Siddhartha Sen - #499
Vector Quantization for NN Compression with Julieta Martinez - #498
Deep Unsupervised Learning for Climate Informatics with Claire Monteleoni - #497
Skip-Convolutions for Efficient Video Processing with Amir Habibian - #496
Advancing NLP with Project Debater w/ Noam Slonim - #495
Bringing AI Up to Speed with Autonomous Racing w/ Madhur Behl - #494
AI and Society: Past, Present and Future with Eric Horvitz - #493
Agile Applied AI Research with Parvez Ahammad - #492
Haptic Intelligence with Katherine J. Kuchenbecker - #491
Data Science on AWS with Chris Fregly and Antje Barth - #490
Accelerating Distributed AI Applications at Qualcomm with Ziad Asghar - #489
Buy AND Build for Production Machine Learning with Nir Bar-Lev - #488
Applied AI Research at AWS with Alex Smola - #487
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