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update (#109)
* Add docs * Add mediapipe-selfie-segmenter model * Update README.md * Update RTMO model
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examples/mediapipe-selfie-segmentation/README.md
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examples/mediapipe-selfie-segmentation/README.md
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## Quick Start
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```shell
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cargo run -r --example mediapipe-selfie-segmentation -- --dtype f16
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```
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## Results
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examples/mediapipe-selfie-segmentation/main.rs
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examples/mediapipe-selfie-segmentation/main.rs
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use usls::{models::MediaPipeSegmenter, Annotator, Config, DataLoader};
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#[derive(argh::FromArgs)]
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/// Example
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struct Args {
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/// dtype
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#[argh(option, default = "String::from(\"auto\")")]
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dtype: String,
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/// device
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#[argh(option, default = "String::from(\"cpu:0\")")]
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device: String,
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}
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fn main() -> anyhow::Result<()> {
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tracing_subscriber::fmt()
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.with_env_filter(tracing_subscriber::EnvFilter::from_default_env())
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.with_timer(tracing_subscriber::fmt::time::ChronoLocal::rfc_3339())
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.init();
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let args: Args = argh::from_env();
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// build model
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let config = Config::mediapipe_selfie_segmentater()
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.with_model_dtype(args.dtype.parse()?)
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.with_model_device(args.device.parse()?)
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.commit()?;
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let mut model = MediaPipeSegmenter::new(config)?;
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// load image
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let xs = DataLoader::try_read_n(&["images/selfie-segmenter.png"])?;
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// run
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let ys = model.forward(&xs)?;
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// annotate
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let annotator =
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Annotator::default().with_mask_style(usls::Style::mask().with_mask_cutout(true));
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for (x, y) in xs.iter().zip(ys.iter()) {
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annotator.annotate(x, y)?.save(format!(
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"{}.jpg",
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usls::Dir::Current
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.base_dir_with_subs(&["runs", model.spec()])?
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.join(usls::timestamp(None))
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.display(),
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))?;
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}
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Ok(())
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}
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