AI Frontier Lectures
May 6, 2025 · Artificial Intelligence
Can Convolution Replace Self‑Attention for Efficient Image Super‑Resolution?
The paper proposes ESC, a lightweight image super‑resolution network that emulates Transformer self‑attention using large‑kernel and dynamic convolutions, achieving higher PSNR with significantly lower latency and memory consumption, making it suitable for mobile deployment.
Deep LearningTransformerconvolutional attention
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