Shani Gamrian — accepted AI-conference papers

2025

Beyond RGB: Adaptive Parallel Processing for RAW Object Detection

Shani Gamrian, Hila Barel, Feiran Li, Masakazu Yoshimura, Daisuke Iso

ICCV 2025poster

Object detection models are typically applied to standard RGB images processed through Image Signal Processing (ISP) pipelines, which are designed to enhance sensor-captured RAW images for human vision. However, these ISP functions can lead to a loss of critical information that may be essential in…

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2019

Transfer Learning for Related Reinforcement Learning Tasks via Image-to-Image Translation

Shani Gamrian, Yoav Goldberg

ICML 2019oral

Despite the remarkable success of Deep RL in learning control policies from raw pixels, the resulting models do not generalize. We demonstrate that a trained agent fails completely when facing small visual changes, and that fine-tuning—the common transfer learning paradigm—fails to adapt to these ch…

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