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- W4323706438 abstract "In this work, we present QuickSRNet, an efficient super-resolution architecture for real-time applications on mobile platforms. Super-resolution clarifies, sharpens, and upscales an image to higher resolution. Applications such as gaming and video playback along with the ever-improving display capabilities of TVs, smartphones, and VR headsets are driving the need for efficient upscaling solutions. While existing deep learning-based super-resolution approaches achieve impressive results in terms of visual quality, enabling real-time DL-based super-resolution on mobile devices with compute, thermal, and power constraints is challenging. To address these challenges, we propose QuickSRNet, a simple yet effective architecture that provides better accuracy-to-latency trade-offs than existing neural architectures for single-image super resolution. We present training tricks to speed up existing residual-based super-resolution architectures while maintaining robustness to quantization. Our proposed architecture produces 1080p outputs via 2x upscaling in 2.2 ms on a modern smartphone, making it ideal for high-fps real-time applications." @default.
- W4323706438 created "2023-03-10" @default.
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- W4323706438 date "2023-03-07" @default.
- W4323706438 modified "2023-10-16" @default.
- W4323706438 title "QuickSRNet: Plain Single-Image Super-Resolution Architecture for Faster Inference on Mobile Platforms" @default.
- W4323706438 doi "https://doi.org/10.48550/arxiv.2303.04336" @default.
- W4323706438 hasPublicationYear "2023" @default.
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