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Official PyTorch code for the paper "Towards Faster and Efficient Lightweight Image Super Resolution using SwinV2 Transformers and Fourier Convolutions." PyTorch · SwinV2 Transformers · Fast Fourier Convolutions · TorchServe · Docker. 33.55% fewer params, up to 60% faster than SwinIR.