From 2769d84326a3cb3f938603d17786ec55435349cb Mon Sep 17 00:00:00 2001
From: Edmond Yoo <hj3yoo@uwaterloo.ca>
Date: Sat, 08 Sep 2018 03:35:42 +0000
Subject: [PATCH] Update README.md

---
 README.md |   12 +++++++++++-
 1 files changed, 11 insertions(+), 1 deletions(-)

diff --git a/README.md b/README.md
index ca7085e..2c38786 100644
--- a/README.md
+++ b/README.md
@@ -37,4 +37,14 @@
 
 Currently trying to generate enough images to start model training. Hopefully this helps.
 
-Recompiled darknet with OpenCV and CUDNN installed, and recalculated anchors.
\ No newline at end of file
+Recompiled darknet with OpenCV and CUDNN installed, and recalculated anchors.
+
+-----------------------
+
+I've ran a quick training with tiny_yolo configuration with new training data, and Voila! The model performs significantly better than the last iteration, even against some hard images with glaring & skew! The first prediction model can't detect anything from these new test images, so this is a huge improvement to the model :)
+
+<img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_detection_result_1.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_decision_result_2.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_decision_result_3.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_decision_result_4.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_decision_result_5.jpg" width="360"> <img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_decision_result_6.jpg" width="360">
+
+<img src="https://github.com/hj3yoo/darknet/blob/master/figures/1_learning_curve.jpg" width="360"> 
+
+The video demo can be found here: https://www.youtube.com/watch?v=kFE_k-mWo2A&feature=youtu.be

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