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Merge pull request #35 from ARM-software/sesr
Update SESR model
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# SESR INT8 | ||
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## Description | ||
SESR, super-efficient super resolution (formerly known as FSRCNNv5) is a network aims to generate a high-resolution image from a low-resolution input. | ||
SESR, super-efficient super resolution is a network aims to generate a high-resolution image from a low-resolution input. | ||
Name was changed by ARM developers when they wrote research paper on their technique. | ||
The attached int8 fully quantized tflite model achieves 35.00dB PSNR on DIV2K dataset. | ||
The model takes 1080p input (in YCbCr, i.e., takes a 1x1920x1080x1 tensor as input) and outputs 4K images (in YCbCr, i.e., 1x3840x2160x1 output). | ||
Compatability note: | ||
Please note that SESR is a high-end network operating on 1080p->4K images and runtime memory use of this network requires an end system with at least 100MB of memory available to ensure successful execution. | ||
We anticipate the network being used in premium devices as part of a camera imaging pipeline providing highest quality digital zoom. | ||
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Submitter: | ||
[email protected] | ||
We anticipate the network being used in premium devices as part of a camera imaging pipeline providing highest quality digital zoom. | ||
Repository for model authors: https://github.com/ARM-software/sesr | ||
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## License | ||
[Apache-2.0](https://spdx.org/licenses/Apache-2.0.html) | ||
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benchmark: | ||
DIV2K: | ||
PSNR: 35.00dB | ||
description: "SESR, super-efficient super resolution (formerly known as FSRCNNv5)\ | ||
description: "SESR, super-efficient super resolution\ | ||
\ is a network aims to generate a high-resolution image from a low-resolution input.\n\ | ||
Name was changed by ARM developers when they wrote research paper on their technique.\n\ | ||
The attached int8 fully quantized tflite model achieves 35.00dB PSNR on DIV2K dataset.\ | ||
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@@ -11,7 +11,8 @@ description: "SESR, super-efficient super resolution (formerly known as FSRCNNv5 | |
\ and runtime memory use of this network requires an end system with at least 100MB\ | ||
\ of memory available to ensure successful execution.\n We anticipate the network\ | ||
\ being used in premium devices as part of a camera imaging pipeline providing highest\ | ||
\ quality digital zoom.\n\n Submitter:\n [email protected]" | ||
\ quality digital zoom.\n\ | ||
\ Repository for model authors: https://github.com/ARM-software/sesr" | ||
license: | ||
- Apache-2.0 | ||
network: | ||
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