Search Results for author: Janarbek Matai

Found 4 papers, 2 papers with code

IRISformer: Dense Vision Transformers for Single-Image Inverse Rendering in Indoor Scenes

no code implementations CVPR 2022 Rui Zhu, Zhengqin Li, Janarbek Matai, Fatih Porikli, Manmohan Chandraker

Indoor scenes exhibit significant appearance variations due to myriad interactions between arbitrarily diverse object shapes, spatially-changing materials, and complex lighting.

Inverse Rendering

X-Distill: Improving Self-Supervised Monocular Depth via Cross-Task Distillation

no code implementations24 Oct 2021 Hong Cai, Janarbek Matai, Shubhankar Borse, Yizhe Zhang, Amin Ansari, Fatih Porikli

In order to enable such knowledge distillation across two different visual tasks, we introduce a small, trainable network that translates the predicted depth map to a semantic segmentation map, which can then be supervised by the teacher network.

Knowledge Distillation Monocular Depth Estimation +2

Parallel Programming for FPGAs

1 code implementation9 May 2018 Ryan Kastner, Janarbek Matai, Stephen Neuendorffer

This book focuses on the use of algorithmic high-level synthesis (HLS) to build application-specific FPGA systems.

Hardware Architecture

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