diff --git a/README.md b/README.md
index d587f282..a6e1f357 100755
--- a/README.md
+++ b/README.md
@@ -91,20 +91,30 @@ V100 x2 | 64 (64x1) | 150 | 13 min | $0.36
# Inference
-`detect.py` runs inference on all images **and videos** in the `data/samples` folder:
+`detect.py` runs inference on any sources:
+
+```bash
+python3 detect.py --source ...
+```
+
+- Image: `--source example.jpg`
+- Video: `--source example.mp4`
+- Directory: `--source dir/`
+- Webcam: `--source 0`
+- RTSP stream: `--source rtsp://170.93.143.139/rtplive/470011e600ef003a004ee33696235daa`
+- HTTP stream: `--source http://wmccpinetop.axiscam.net/mjpg/video.mjpg`
+
+To run a specific models:
**YOLOv3:** `python3 detect.py --cfg cfg/yolov3.cfg --weights weights/yolov3.weights`
-
+
**YOLOv3-tiny:** `python3 detect.py --cfg cfg/yolov3-tiny.cfg --weights weights/yolov3-tiny.weights`
-
+
**YOLOv3-SPP:** `python3 detect.py --cfg cfg/yolov3-spp.cfg --weights weights/yolov3-spp.weights`
-
+
-## Webcam
-
-`python3 detect.py --source 0` shows a live webcam feed.
# Pretrained Weights
@@ -140,11 +150,7 @@ Success: converted 'weights/yolov3-spp.pt' to 'converted.weights'
`YOLOv3-SPP` | 52.4 | 56.5 | 60.7 (60.6)
`YOLOv3-tiny` | 29.0 | 32.9 (33.1) | 35.5
-``` bash
-# install pycocotools
-git clone https://github.com/cocodataset/cocoapi && cd cocoapi/PythonAPI && make && cd ../.. && cp -r cocoapi/PythonAPI/pycocotools yolov3
-cd yolov3
-
+```bash
python3 test.py --save-json --img-size 608
Namespace(batch_size=16, cfg='cfg/yolov3-spp.cfg', conf_thres=0.001, data='data/coco.data', img_size=608, iou_thres=0.5, nms_thres=0.5, save_json=True, weights='weights/yolov3-spp.weights')
Using CUDA device0 _CudaDeviceProperties(name='Tesla T4', total_memory=15079MB)