diff --git a/README.md b/README.md
index 740aedf0..20a83194 100755
--- a/README.md
+++ b/README.md
@@ -139,30 +139,16 @@ Success: converted 'weights/yolov3-spp.pt' to 'converted.weights'
 
 - `test.py --weights weights/yolov3.weights` tests official YOLOv3 weights.
 - `test.py --weights weights/last.pt` tests latest checkpoint.
-- Compare to darknet published results https://arxiv.org/abs/1804.02767.
+- mAPs on COCO2014 using pycocotools.
+- mAP@0.5 run at --iou-thres 0.5, mAP@0.5 run at --iou-thres 0.65
+- YOLOv3-SPP ultralytics is `ultralytics68.pt` with `yolov3-spp.cfg`.
+- Darknet results published in https://arxiv.org/abs/1804.02767.
 
-<!-- mAPs@0.5:0.95 obtained at --conf-thres 0.65 -->
-<!-- ultralytics model is last68.pt -->
-<i></i>                      |320<br>mAP@0.5:0.95 |416<br>mAP@0.5:0.95 |608<br>mAP@0.5:0.95 
+<i></i>                      |resolution |COCO mAP<br>@0.5...0.95 |COCO mAP<br>@0.5 
 ---                          | ---         | ---         | ---
-darknet `YOLOv3-tiny`        | 14.0        | 16.0        | 16.6
-darknet `YOLOv3`             | 28.7        | 31.1        | 33.0
-darknet `YOLOv3-SPP`         | 30.5        | 33.9        | 37.0
-**ultralytics** `YOLOv3-SPP` | **35.2**    | **38.8**    | **40.4**
-
-<!-- mAPs@0.5 obtained at --conf-thres 0.5 -->
-<i></i>                      |320<br>mAP@0.5 |416<br>mAP@0.5 |608<br>mAP@0.5 
----                          | ---         | ---         | ---
-darknet `YOLOv3-tiny`        | 29.0        | 32.9        | 35.5
-darknet `YOLOv3`             | 51.5        | 55.3        | 57.9
-darknet `YOLOv3-SPP`         | 52.3        | 56.8        | **60.6**
-**ultralytics** `YOLOv3-SPP` | **53.9**    | **58.7**    | 60.1
-
-<i></i>                      |resolution |mAP<br>0.5:0.95 |mAP<br>0.5 
----                          | ---         | ---         | ---
-YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>YOLOv3-SPP ultralytics |320 |14.0<br>28.7<br>30.5<br>**35.2** |29.0<br>51.5<br>52.3<br>**53.9**
-YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>YOLOv3-SPP ultralytics |416 |16.0<br>31.1<br>33.9<br>**38.8** |32.9<br>55.3<br>56.8<br>**58.7**
-YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>YOLOv3-SPP ultralytics |608 |16.6<br>33.0<br>37.0<br>**40.4** |35.5<br>57.9<br>**60.6**<br>60.1
+YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>**YOLOv3-SPP ultralytics** |320 |14.0<br>28.7<br>30.5<br>**35.2** |29.0<br>51.5<br>52.3<br>**53.9**
+YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>**YOLOv3-SPP ultralytics** |416 |16.0<br>31.1<br>33.9<br>**38.8** |32.9<br>55.3<br>56.8<br>**58.7**
+YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>**YOLOv3-SPP ultralytics** |608 |16.6<br>33.0<br>37.0<br>**40.4** |35.5<br>57.9<br>**60.6**<br>60.1
 
 ```bash
 $ python3 test.py --save-json --img-size 608 --weights ultralytics68.pt