Real Time Object Detection and Tracking with YOLO-NAS and DeepSORT on Custom Dataset

#yolonas #yolo #objectdetection #objecttracking #computervision #deeplearning #pytorch #opencv #deepsort
In this video 📝 we are going to talk about Object Detection and Tracking with YOLO-NAS and DeepSORT. We will first of all go over how to set it up, then go over the object detection with YOLO-NAS. We will then set up the trackers and put it all together. We will also see how we can train YOLO-NAS model on a custom dataset and integrate DeepSORT Object Tracking with it.

Please download the DeepSORT files from the link below:

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⌛Time Stamps⏳
0:00 Introduction
1:00 Objects Detection using YOLO-NAS
29:18 Objects Tracking using DeepSORT
58:39 Train YOLO-NAS on Custom Dataset
01:01:06 Object Tracking with YOLO-NAS on Custom Dataset

[muhammadmoinfaisal]

🧑🏻‍💻 My AI and Computer Vision Courses⭐:

📙 AI 4 Everyone: Dive into Modern AI with Llama 3.1 and Gemini (13$):

📙 YOLOv9 & YOLOv10: Learn Object Detection, Tracking & WebApps (13$):

📕 Learn LangChain: Build #22 LLM Apps using OpenAI & Llama 2 (14$):

📚 Computer Vision Web Development: YOLOv8 and TensorFlow.js (13$):

📕 Learn OpenCV: Build # 30 Apps with OpenCV, YOLOv8 & YOLO-NAS (13$):

[archishasingh]

Hey,
How do i add counting the number of vehicles along with speed detection to this code?

[parthpandey]

Hello! How did you edited the name and location of code of original repo? I mean how can we figure it out where to place which code ?

[vikashkumar-cree]

Hi Moin, what if pre-trained weight of the custom data set is not available in the coco dataset, then how will the model be trained? Is there any video available for such custom dataset on youtube or Udemy (I am a subscriber of your Udemy channel)?

[shinwarikhan]

hello sir please video on anamoly detection that what is anamoly detection and how we train model for anamoly detection

[ajtv]

Sir is there any other way for payment just like easy paisa or something else

[stanlito_AI]

i'm having an error

Traceback (most recent call last):
File "/home/anonymous/PycharmProjects/Yolo_nas/object_tracking.py", line 115, in <module>
outputs = deepsort.update(xywhs, confss, oids, frame)
File "/home/anonymous/PycharmProjects/Yolo_nas/deep_sort_pytorch/deep_sort/deep_sort.py", line 30, in update
bbox_tlwh = self._xywh_to_tlwh(bbox_xywh)
File "/home/anonymous/PycharmProjects/Yolo_nas/deep_sort_pytorch/deep_sort/deep_sort.py", line 66, in _xywh_to_tlwh
bbox_tlwh[:, 0] = bbox_xywh[:, 0] - bbox_xywh[:, 2] / 2.
IndexError: too many indices for tensor of dimension 1