flystem-usls/examples/yolov5/main.rs

33 lines
838 B
Rust

use usls::{
models::{YOLOTask, YOLO},
Annotator, DataLoader, Options,
};
fn main() -> Result<(), Box<dyn std::error::Error>> {
// build model
let options = Options::default()
.with_conf_independent(true)
.with_anchors_first(true)
.with_yolo_task(YOLOTask::Segment)
.with_model("../models/yolov5s-seg.onnx")
.with_trt(0)
.with_fp16(true)
.with_i00((1, 1, 4).into())
.with_i02((224, 640, 800).into())
.with_i03((224, 640, 800).into())
.with_dry_run(3);
let mut model = YOLO::new(&options)?;
// load image
let x = vec![DataLoader::try_read("./assets/bus.jpg")?];
// run
let y = model.run(&x)?;
// annotate
let annotator = Annotator::default().with_saveout("YOLOv5");
annotator.annotate(&x, &y);
Ok(())
}