移动AI计算引擎模型动物园_python_代码_下载

realtime style transfer ===== This folder contains realtime style transfer examples and benchmark results on Qualcomm Snapdragon 821 and 845. Introduction --- This realtime style tranfer model was compressed and optimized from [here](https://github.com/lengstrom/fast-style-transfer) (fast style transfer project). Compared to the original fast style transfer: - realtime: 10x faster . - tiny(90kB): 98% model size compression from fast style transfer(6.7MB). - easier to deploy: support variable input size. We used a step-traning method to train this model, and the step-training codes are [here](https://github.com/TonyMou/fast-style-transfer/tree/support-step-training)(step-training). Benchmark: --- The following is the realtime style transfer running latency on Mi5S (Snapdragon 821) and MIX2s (Snapdragon 845), using GPU runtime. | Resolution | 821 (ms) | 845 (ms)| | :--------: | :----------: | :------------: | | 480x640 | 53.733 | 32.559 | | 720x1280 | 161.380 | 96.855 | | 960x1280 | 214.966 | 128.729 | | 1080x1920 | 362.927 | 223.070 | ## Examples: Compared with [fast style transfer](https://github.com/lengstrom/fast-style-transfer) . Content image: <div align="center"> <img src="imgs/inputs/chicago.jpg" width = "320" height = "240" alt="chicago" /> </div> Styles and results: | style | fast style transfer | realtime style transfer | | :---: | :----: | :----: | |<img src="imgs/styles/la_muse.jpg" height="240" > | <img src="imgs/tf-results/chicago_la_muse.jpg"> | | |<img src="imgs/styles/wave.jpg" height="240" > | |  | | <img src="imgs/styles/the_scream.jpg" height="240" > | |  | | <img src="imgs/styles/udnie.jpg" height="240" > | |  | ## Other examples | input | femme | udnie | wave | wreck | la_muse | scream | | :---: | :---: | :---: | :--: | :---: | :-----: | :----: | | styles | <img src="imgs/styles/femme.jpg" width="320"> | <img src="imgs/styles/udnie.jpg" width="320"> | <img src="imgs/styles/wave.jpg" width="320"> | <img src="imgs/styles/the_shipwreck_of_the_minotaur.jpg" width="320"> | <img src="imgs/styles/la_muse.jpg" width="320"> | <img src="imgs/styles/the_scream.jpg" width="320"> | |  |  |  |  |  |  |  | |  |  | | | | | | |  |  |  |  |  |  |  | |  |  |  |  |  |  |  | |  |  |  |  |  |  |  | <!-- | input | femme| udnie | wave | wreck | la_muse | scream | | :---: | :---: | :---: | :---: | :---: | :---: | |input |  |  |  |  |  | | <img src="styles/femme.jpg" width="320" > |  |  | | | | |<img src="styles/udnie.jpg" width="320" > |  | |  |  | | | <img src="styles/wave.jpg" width="320" > |  | | | |  | |<img src="styles/the_shipwreck_of_the_minotaur.jpg" width="320"> |  | | |  |  | |<img src="styles/la_muse.jpg" width="320" > |  |  |  |  | | | <img src="styles/the_scream.jpg" width="320" >| | | |  | | --> <!-- Udnie Style: <div align="center"> <img src="styles/udnie.jpg" width = "256" height = "256" alt="udnie" /> </div> | input | output| | :---: | :---: | |  | | |  |  | | |  | | |  | | |  | Shipwreck Style: <div align="center"> <img src="styles/the_shipwreck_of_the_minotaur.jpg" width = "256" height = "256" alt="wreck" /> </div> | input | output| | :---: | :---: | |  | | |  |  | | |  | | |  | | |  | Wave Style: <div align="center"> <img src="styles/wave.jpg" width = "464" height = "257" alt="wave" /> </div> | input | output| | :---: | :---: | |  | | |  |  | | |  | | |  | | |  | la muse Style: <div align="center"> <img src="styles/la_muse.jpg" width = "256" height = "256" alt="wave" /> </div> | input | output| | :---: | :---: | |  | | |  |  | | |  | | |  | | |  | Scream Style: <div align="center"> <img src="styles/the_scream.jpg" width = "256" height = "256" alt="scream" /> </div> | input | output| | :---: | :---: | |  | | |  |  | | |  | | |  | | |  | -->