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Publications associées (21)
Exploring High-Performance and Energy-Efficient Architectures for Edge AI-Enabled Applications
Joshua Alexander Harrison Klein
The desire and ability to place AI-enabled applications on the edge has grown significantly in recent years. However, the compute-, area-, and power-constrained nature of edge devices are stressed by the needs of the AI-enabled applications, due to a gener ...
EPFL2024Learned Compressive Representations for Single-Photon 3D Imaging
Edoardo Charbon, Claudio Bruschini, Andrei Ardelean, Mohit Gupta
Single-photon 3D cameras can record the time-of-arrival of billions of photons per second with picosecond accuracy. One common approach to summarize the photon data stream is to build a per-pixel timestamp histogram, resulting in a 3D histogram tensor that ...
Ieee Computer Soc2023Poly-NL: Linear Complexity Non-local Layers With 3rd Order Polynomials
Grigorios Chrysos, Filippos Kokkinos
Spatial self-attention layers, in the form of Non-Local blocks, introduce long-range dependencies in Convolutional Neural Networks by computing pairwise similarities among all possible positions. Such pairwise functions underpin the effectiveness of non-lo ...
IEEE2021