use anyhow::Result; use usls::{models::DB, Annotator, Config, DataLoader, Style}; #[derive(argh::FromArgs)] /// Example struct Args { /// model file #[argh(option)] model: Option, /// device #[argh(option, default = "String::from(\"cpu:0\")")] device: String, /// dtype #[argh(option, default = "String::from(\"auto\")")] dtype: String, /// show hbbs #[argh(option, default = "false")] show_hbbs: bool, /// show obbs #[argh(option, default = "false")] show_obbs: bool, /// show bboxes confidence #[argh(option, default = "false")] show_hbbs_conf: bool, /// show obbs confidence #[argh(option, default = "false")] show_obbs_conf: bool, /// show polygons confidence #[argh(option, default = "false")] show_polygons_conf: bool, } fn main() -> Result<()> { tracing_subscriber::fmt() .with_env_filter(tracing_subscriber::EnvFilter::from_default_env()) .with_timer(tracing_subscriber::fmt::time::ChronoLocal::rfc_3339()) .init(); let args: Args = argh::from_env(); // build model let config = match &args.model { Some(m) => Config::db().with_model_file(m), None => Config::ppocr_det_v5_mobile().with_model_dtype(args.dtype.parse()?), } .with_device_all(args.device.parse()?) .commit()?; let mut model = DB::new(config)?; // load image let xs = DataLoader::try_read_n(&[ "images/db.png", "images/table.png", "images/table-ch.jpg", "images/street.jpg", "images/slanted-text-number.jpg", ])?; // run let ys = model.forward(&xs)?; // annotate let annotator = Annotator::default() .with_polygon_style( Style::polygon() .with_visible(true) .with_text_visible(true) .show_confidence(args.show_polygons_conf) .show_id(false) .show_name(false) .with_color(usls::StyleColors::default().with_outline([255, 105, 180, 255].into())), ) .with_hbb_style( Style::hbb() .with_visible(args.show_hbbs) .with_text_visible(true) .with_thickness(1) .show_confidence(args.show_hbbs_conf) .show_id(false) .show_name(false), ) .with_obb_style( Style::obb() .with_visible(args.show_obbs) .with_text_visible(true) .show_confidence(args.show_obbs_conf) .show_id(false) .show_name(false), ); for (x, y) in xs.iter().zip(ys.iter()) { annotator.annotate(x, y)?.save(format!( "{}.jpg", usls::Dir::Current .base_dir_with_subs(&["runs", model.spec()])? .join(usls::timestamp(None)) .display(), ))?; } // summary model.summary(); Ok(()) }