Face Detection Using Pseudo-Distance Scaling for Out-of-Focus Images

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Solution Overview

Problem

Current image processing systems face challenges in accurately detecting faces in images, especially when the object is out of focus, as they struggle to determine the optimal scaling values for effective face detection.

Innovation Solution

The method involves obtaining a pseudo distance between the image pickup module and the object, calculating a scaling value based on this distance, and adjusting it to perform face detection by scaling the image, using a data processing module that includes a calculator, estimator, and detector to determine the appropriate scaling ratio for face detection.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Adaptability or versatility

If face detection is performed on out-of-focus images using conventional methods, then the detection process can be applied to all images, but the detection accuracy deteriorates due to inability to determine optimal scaling values

Engineering Contradiction:
Improveapplicability to out-of-focus imagesVSAvoidface detection accuracy
Core Design Contradiction:
Adaptability or versatilityVSMeasurement precision

Solution Approach 1:

The patent performs preliminary action by calculating the pseudo-distance between the image pickup module and the object before face detection. This preliminary distance estimation allows the system to determine an appropriate scaling value in advance, which is then used to scale the image before face detection. This resolves the contradiction by enabling the system to handle out-of-focus images (improving adaptability) while maintaining detection accuracy through pre-calculated scaling parameters.

Inventive Principle:
Principle #10Preliminary action

Solution Approach 2:

The patent introduces a pseudo-distance calculation as an intermediary step between image acquisition and face detection. This intermediary parameter serves as a mediator that bridges the gap between the out-of-focus image state and the face detection process. By using the pseudo-distance to determine scaling values, the system can accurately detect faces in out-of-focus images without requiring the image to be in focus, thus resolving the accuracy-adaptability contradiction.

Inventive Principle:
Principle #24Intermediary (Mediator)

2Measurement precision

If multiple scaling values are tested to improve face detection accuracy, then detection precision improves, but processing time and computational load increase

Engineering Contradiction:
Improveface detection accuracyVSAvoidprocessing time
Core Design Contradiction:
Measurement precisionVSLoss of time

Solution Approach 1:

The patent applies parameter changes by using the pseudo-distance to dynamically determine an optimal scaling value rather than testing multiple fixed scaling values. The pseudo-distance parameter changes the scaling value selection process from a brute-force approach to a calculated approach. This reduces processing time while maintaining accuracy because the scaling value is derived from the actual distance information rather than being guessed or tested exhaustively.

Inventive Principle:
Principle #35Parameter changes

Solution Approach 2:

The patent replaces the mechanical system of testing multiple scaling values (which would be like trying different physical configurations) with a computational substitution using pseudo-distance calculations. Instead of mechanically testing multiple scaling options, the system calculates the appropriate scaling value based on the pseudo-distance parameter. This substitution dramatically reduces processing time while achieving the same or better detection accuracy.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

3Measurement precision

If image scaling is performed before face detection, then detection accuracy improves, but the complexity of the processing pipeline increases

Engineering Contradiction:
Improveface detection accuracyVSAvoidprocessing pipeline complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent performs image scaling as a preliminary action based on the pseudo-distance calculation before face detection. By determining the appropriate scaling value in advance using the pseudo-distance, the system can efficiently scale the image once and then proceed to face detection. This preliminary action approach simplifies the overall pipeline compared to trying multiple scaling values or handling focus issues during detection, as it establishes the correct scaling parameter before the main detection process begins.

Inventive Principle:
Principle #10Preliminary action

Data Source

PatentUS9824261B2Method of face detection, method of image processing, face detection device and electronic system including the same
Publication Date: 2017.11.21 SAMSUNG ELECTRONICS CO LTD
  • US9824261B2 patent drawing
  • US9824261B2 patent drawing
  • US9824261B2 patent drawing

AI summary

A method of face detection to be performed by an apparatus including an image pickup module includes: obtaining a first image including image information of an object that is in focus; obtaining a pseudo distance between the image pickup module and the object when the first image is obtained by the obtaining; determining a first ratio of a plurality of ratios as a scaling value based on the pseudo distance; and performing face detection of the first image by changing the scaling value based on the first ratio.