Patent CA-3102868-A1 (CA)
Inventor: ROBERT ERIC
IPC: G06N20/00
Filed: 2019-06-07
Abstract: (12) INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY  (PCT) (19) World Intellectual Property  Organization    111 111 10111E11 11111 011 International Bureau (10) International Publication Number (43) International Publication Date              WO 2019/232641 Al 12 December 2019 (12.12.2019) WIPO I PCT (51) International Patent Classification:    MG, MK, MN, MW, MX, MY, MZ, NA, NG, NI, NO, NZ, G06N 20/00 (2019.01)    GO6N 3/08 (2006.01)    OM, PA, PE, PG, PH, PL, PT, QA, RO, RS, RU, RW, SA, GO6F 5/00 (2006.01)                        SC, SD, SE, SG, SK, SL, SM, ST, SV, SY, TH, TJ, TM, TN, TR, TT, TZ, UA, UG, US, UZ, VC, VN, ZA, ZM, ZW. (21) International Application Number: PCT/CA2019/050800 (84) Designated States (unless otherwise indicated, for every kind of regional protection available): ARIPO (BW, GH, (22) International Filing Date: GM, KE, LR, LS, MW, MZ, NA, RW, SD, SL, ST, SZ, TZ, 07 June 2019 (07.06.2019) UG, ZM, ZW), Eurasian (AM, AZ, BY, KG, KZ, RU, TJ, (25) Filing Language:                  English    TM), European (AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, 1E, IS, IT, LT, LU, LV, (26) Publication Language:             English MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, (30) Priority Data:                        TR), OAPI (BF, BJ, CF, CG, CI, CM, GA, GN, GQ, GW, 62/681,997       07 June 2018 (07.06.2018)    US    KM, ML, MR, NE, SN, TD, TG). (71) Applicant: ELEMENT AI INC. [CA/CA]; 500-6650 Declarations under Rule 4.17: Saint-Urbain, Montreal, Québec H25 3G9 (CA). ¨                                          as to applicant's entitlement to apply for and be granted a (72) Inventor: ROBERT, Eric; 500-6650 Saint-Urbain, Mon-    patent (Rule 4.17(h)) treal, Québec H25 3G9 (CA).             ¨ as to the applicant's entitlement to claim the priority of the earlier application (Rule 4.17(iih) (74) Agent: BRION RAFFOUL; 291 Olmstead Street, Ottawa, Ontario KlL 7J9 (CA).                   Published: ¨                                          with international search report (Art. 21(3)) (81) Designated States (unless otherwise indicated, for every kind of national protection available): AE, AG, AL, AM, AO, AT, AU, AZ, BA, BB, BG, BH, BN, BR, BW, BY, BZ, CA, CH, CL, CN, CO, CR, CU, CZ, DE, DJ, DK, DM, DO, DZ, EC, EE, EG, ES, FI, GB, GD, GE, GH, GM, GT, HN, HR, HU, ID, IL, IN, IR, IS, JO, JP, KE, KG, KH, KN, KP, KR, KW, KZ, LA, LC, LK, LR, LS, LU, LY, MA, MD, ME, (54) Title: AUTOMATED LABELING OF DATA WITH USER VALIDATION      I. Unlabeled l     Execution Labeled data data                    I        module                    4 0 2 0                                             Validation Feedback module/User (57) Abstract: Systems and methods for automatic labeling of data with user validation and/or conection of the labels. In one imple-" mentation, unlabeled images are received at an execution module and changes are made to the unlabeled images based on the execu-N.) tion module's training. The resulting labeled images are then sent to a user for validation of the changes. The feedback from the user is then used in further training the execution module to further refine its behaviour when applying changes to unlabeled images. To 1-1 train the execution module, training data sets of images with changes manually applied by users are used. The execution module thus learns to apply the changes to unlabeled images. The feedback from the user works to improve the resulting labeled images from the execution module. Date Reçue/Date Received 2020-12-04