Object Detection Evaluation

2019-08-03

Precision && Recal

cherimola

F1

cherimola

IOU

cherimola

Calculate IoU: calculate overlap area & all area.

heading error.

Polygon

// Area
// Using cross prod & divide by 2(triangle)
// https://zhuanlan.zhihu.com/p/110025234

// Interaction area

// Point in polygon
// using cross prod to get direction.

// 角度跳变。 0 - 360,使用sin值进行平滑,不存在跳变,使用 arc sin计算0 - 360度。

Ref:

A Comparative Analysis of Object Detection Metrics with a Companion Open-Source Toolkit

https://towardsdatascience.com/evaluating-performance-of-an-object-detection-model-137a349c517b

A Survey on Performance Metrics for Object-Detection Algorithms