From 7d944e20db3c1c422337c1ee482305849177c53b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C5=9Eefik=20Serangil?= Date: Thu, 11 Jun 2020 13:12:39 +0300 Subject: [PATCH] doc for ensemble --- README.md | 4 +++- icon/stock-4.png | Bin 0 -> 423486 bytes 2 files changed, 3 insertions(+), 1 deletion(-) create mode 100644 icon/stock-4.png diff --git a/README.md b/README.md index df1de46..5cfdcd3 100644 --- a/README.md +++ b/README.md @@ -94,7 +94,9 @@ for metric in metrics: **Ensemble learning for face recognition** - Demo -A face recognition task can be handled by several models and similarity metrics. There is no either absolute better model or metric. However, we can combine the precictions of all of those models and metrics to improve the accuracy of a face recognition task. This is called [ensemble learning](https://sefiks.com/2020/06/03/mastering-face-recognition-with-ensemble-learning/). This approach offers a huge improvement on accuracy, precision and recall but it runs much slower than single models. You might consider to apply ensemble learning if the accuracy is a more important KPI than running time in your case. Ensemble learning can be applied for both verification and finding functions in the deepface interface. +A face recognition task can be handled by several models and similarity metrics. We can [combine](https://sefiks.com/2020/06/03/mastering-face-recognition-with-ensemble-learning/) the precictions of all of those models and metrics to improve the accuracy of a face recognition task. This offers a huge improvement on accuracy, precision and recall but it runs much slower than single models. + +

```python resp_obj = DeepFace.verify("img1.jpg", "img2.jpg", model_name = "Ensemble") diff --git a/icon/stock-4.png b/icon/stock-4.png new file mode 100644 index 0000000000000000000000000000000000000000..8211009ab1abe36e21e2488fce258c3d620afb02 GIT binary patch literal 423486 zcmeFYXH=70+b$XlvJ?>&5v8iANLOjnVWFTPMUYMaMYndkukm5Dq%54hOZ zhXZcg1p)vkgE&9?aPH!v001lh&P~1hp-zj~!!A~{87!8W%E`aZAFr*DD3yKAbK&K~ z;QKY?A#aj}Xn8G2-I}1|YdGIEV%l$7*nDr?OO#6k{?JG8oHV*NNuM)5 zcTx8II|j3trbf7!8o+<@uiq$DilA6;L+@y>7GWZNTdS9L=T+!I_LBa6-3~3*6aUWz z0Pt?|FTjESUg~~02RQoQE5M!SfUEy=b@A~2mjAhWck%z;`2UM=Jn_T5{dQ7PMrsdJ z^PSoX7UtsSe0=Y?T~+L>?EncDWoPTY_>y!xoTN-Bv!%_=_mBrAy~nz%l?ZUScZXZ6 z@~$!5HaHl)4**E}>iB}>JTMaiEIXmq+egDoAM1ElyEe>6FEY#0Mi4{NV@_skRd26* zqt-WRLE{Y)LxDrov^DSy%^P~2V-333FK|p|aw6YG;>0bX#bYI*=)bjsx&g&IQP>DF zI;}cZ$aU$*HzY$S)}z}_{G*5=96mr9{+9ihZU)jRJ~*+q2WjT-od2SlbuZ~@qXU(W zpRfH*AT`y|xB_dhL)~_tB7C0nl)j60M9?%Lh%n(6z9OuZzxo2P1jYOKTs`f{L(rb& 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