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Algorithm for Matching Latent Fingerprints

TAGS:Engineering/Design Math/Statistics Computer Science/Information Technology
STATUS: Awarded
ACTIVE SOLVERS: 1801
POSTED: 8/28/12

Given images of latent fingerprints, identify the closest matching fingerprint in a reference collection of fingerprints.  The best algorithms will correctly and robustly identify latent fingerprints across a wide range of image quality.

This is a Reduction-to-Practice Challenge that requires a written proposal and delivery of source code implementing the algorithm.  A real-time online scoring utility and leaderboard will be available for this Challenge.

Source: InnoCentive
Challenge ID: 9932941
 
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Challenge Overview

This Challenge seeks to identify innovative methods to perform fully automated matching of digitized latent fingerprints against a gallery of known and unknown reference fingerprints, to support law enforcement agencies’ ability to identify suspects from the scene of a crime. Current Automated Fingerprint Identification Systems (AFIS’s) attempt to match a latent fingerprint to an enrolled print in a gallery and provide a list of candidate matches for a trained Latent Print Examiner. 

This Challenge includes a real-time online scoring utility for Solvers to easily score their own code for accuracy on a blinded data set and compare performance versus other Solvers. 

Award s for this Challenge depend on three performance thresholds:

  • If no submissions exceed 35% accurate identification, a maximum total award amount of $20,000 will be made to the top two solutions (i.e., $10,000 per submission) that meet all Challenge requirements.
  • If one or more submissions are between 35% and 55% accuracy, then a maximum total award amount of $40,000 will be made to the top two solutions that meet all Challenge requirements.
  • If one or more submissions exceed 55% accuracy, then the full $100,000 award will be made to the best submission that meets all Challenge requirements. 

The Seeker is not obligated to make multiple awards when multiple submissions meet the requirements.  However, where two or more awards meet the requirements for the full award, the quality of the proposal combined with the Seeker's validation of the submitted algorithm will determine if a single or split award will be made of the full amount.

As a Reduction-to-Practice Challenge, Solvers must provide a full and complete written description of the proposed algorithm and source code and any supporting information that validates the performance of the proposed solution.  During the evaluation period, the Seeker may validate submitted algorithms using additional (off-line) datasets. The award is contingent upon theoretical evaluation and experimental validation of submissions by the Seeker.  To receive an award, Solvers must transfer to the Seeker their exclusive Intellectual Property (IP) rights to the solution.

What is InnoCentive?
InnoCentive is the global innovation marketplace where creative minds solve some of the world's most important problems for cash awards up to $1 million. Commercial, governmental and humanitarian organizations engage with InnoCentive to solve problems that can impact humankind in areas ranging from the environment to medical advancements. What is an RTP Challenge?

An InnoCentive RTP (Reduction to Practice) Challenge is a prototype that proves an idea, and is similar to an InnoCentive Theoretical Challenge in its high level of detail. However, an RTP requires the Solver to submit a validated solution, either in the form of original data or a physical sample. Also the Seeker is allowed to test the proposed solution.

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