Train YOLOv7 Object Detection on Custom Dataset in Google Colab | 4K

Learn how to train YOLOv7 Object Detection running in the Cloud with Google Colab. YOLOv7 is better & faster than YOLOv5. Let's Walk-through the steps to train and deploy yolov7 ALL WITH FREE CLOUD GPU! This tutorial covers training, model evaluation, and inference on Images, Videos, and WEBCAM!
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✅YOLOv7 surpasses all known object detectors (speed & accuracy)
✅56 FPS V100, 55.9% AP
✅120% faster than YOLOv5
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#yolov7 #objectdetection #cloud
0:00 Getting Coffee
0:20 YOLOv7 Training Steps
2:44 Get YOLOv7 Code
8:06 Train YOLOv7 on Custom Dataset
11:04 Evaluating YOLOv7 Model Performance
12:51 Run Custom YOLOv7 on Images
17:32 Run Custom YOLOv7 on Video
20:47 Run Custom YOLOv7 on Webcam

[@Augmented_AI]

💻Source Code - augmentedstartups.info/VisionStore Want to Learn YOLOv7 and solve real-world problems? 🚀Get Notified of the YOLOv7 Course here - lnkd.in/dJ2j9ukU ☕ Buy me a Coffee/Chai - augmentedstartups.info/BuyMeCoffee

[@alghozali5391]

hi bro but now how to save data set after training and load to running in other colab thx for all

[@RENZOFRANCISCOAYALAMENDOZA]

hello sir, in the training step i still getting this error "RuntimeError: indices should be either on cpu or on the same device as the indexed tensor (cpu)", i try several things but can't fix it, help me please :c

[@Augmented_AI]

Please join our WhatsApp group we can help you there chat.whatsapp.com/JTuIB3eEfDRGo0TL4RzqwB

[@jonatapaulino]

Once again thanks for the video. This video is serving as a basis for my learning. I noticed that you don't generate the mAP. Can you show me which command lines I could generate the mAP?

[@jonatapaulino]

Hello. I really like your videos, they are very informative. I have a doubt. If I already have my model trained, where can I start running my code in colab? That is, I know I don't need to run from the beginning, but I don't know where I can start running from since I already have my weights. Thank you friend.

[@IOOOFatihAdjiWidjanarko]

can anyone help me with the code inference? i tried everything but it doesn't work

[@fanzaeldanendra]

can't open file '/content/gdrive/MyDrive/yolov7/train.py': [Errno 2] No such file or directory i have this error

[@captainezzy3870]

thanks sir i have a prroblem in 6.2 YOLOv7 Inference on Video. the frames stoped prossing at frame number 22 and i have tried deernt videos. can you help me with that please.

[@prasannaravijr1420]

Hi can you tell how to show bounding box and its values for an output of an image

[@imenselmi9230]

Can you make video about model inference using NVIDIA triton server and yolo how optimise the model using triton

[@munnabhaii]

Hello, is there anyone here has any idea about Chip Defect Detection Based On YoloV7?

[@nakulmali1413]

Hi sir first upon thanks for your videos and efforts. Sir i am following your yolov7 playlist. Sir i request you please upload one videos on object detection and measure the actual size of detected object using yolov7

[@Augmented_AI]

I'm glad that you have enjoyed my videos and playlist 😁. Yeah that sounds like great idea. I'll add it our project list.

[@nakulmali1413]

@@Augmented_AI Thanks sir

[@Ajitkm8]

@@Augmented_AI make a video on shoplifting projects using object detection

[@nadeemahmad833]

getting this same error that you have encountered while using camera section at the end "NameError: name 'torch' is not defined", Can you please tell me how I can resolve it.

[@Augmented_AI]

Please join our WhatsApp group chat.whatsapp.com/KotRg5RlKGdBh2V3ip6yzk

[@alghozali5391]

hi bro but now how to save data set after training and load to running in other colab thx for all

[@maxbunnies]

This is cool 😎 is there anyway I can run this locally with my own gpu on computers I don’t understand google colab

[@Augmented_AI]

Yes we show this in both our free and paid yolov7 course. www.augmentedstartups.com/yolo-plus

[@moahaimen]

I need your help I need to emerge Yolov5 or V7 to LSTM to Human action Recognition can you help me?

[@Augmented_AI]

Let's chat on whatsapp www.augmentedstartups.info/whatsapp

[@devfordevs]

how we convert/export this model to tflite model for using in edge device

[@Augmented_AI]

We show that in yolo+ www.augmentedstartups.com/yolo-plus

[@emmanuelakpaklikwasi4300]

I really like your videos. Nice tutorial! But how do i solve this error ( indices should be either on cpu or on the same device as the indexed tensor (cpu)) on google colab

[@brutalslinger8538]

--weights 'yolov7.pt' --device="cpu" change this line from 0 to cpu

[@christianjohnson7657]

ever find a fix?

[@olgamykhaylyuk62]

Thanks for the video, really good explained. Just one question I cannot train the data, it stop on inialization. Please help Epoch gpu_mem box obj cls total labels img_size 0% 0/293 [00:00

[@Augmented_AI]

Please join our WhatsApp group chat.whatsapp.com/JTuIB3eEfDRGo0TL4RzqwB

[@Augmented_AI]

We can help you there

[@abrarluvrabit]

Can we also do active learning in our coding like out of 20 testing images my system detect 19 correct images but only 1 incorrect detection so how can i tell my system about this 1 incorrect image detection so next time it will not repeat the same mistake again. and how can i do that without training the entire model again?

[@danialabyazi6697]

Thank you for the great introduction of YOLOV7 code. Do you know how we can access to detected boundary box information from code?

[@patthachaputthanesmaneerat7623]

I try to train yolov7 with my custom dataset and run compare with yolov5n (same dataset and epoch). Why a training time per each epoch of v7 is slower than v5 and at the last epoch v5 have mAP higher than v7. Did I do something wrong? Is there a chance it will happen? Thank you

[@husseingharakhani8002]

Thanks for your great videos. I am trying to perform fruit pose estimation. Do you think it is possible to do it with YOLO or other models?

[@WeeMono93]

Hi there, Great video with alot of great information! Looking for some help as when i get to checking it on a video, the results flips my video upside down. Is there a way to fix this so the video stays in the correct position?

[@rob26r]

Any suggestions for me? I detected an object but I want to register or align it automatically. Any thoughts on how I can do this?

[@faishalichal8934]

can i just upload it to roboflow?? because i already labelling in labelimg thanks

[@arslanahmadbhatti6267]

Can you have a word on camera calibration in yolov5 deepsort

[@Augmented_AI]

We can do it but we will work on the yolov7 version

[@arslanahmadbhatti6267]

@@Augmented_AI can you tell me that why is the output of yolov5+deepsort on cpu is different and on gpu is different

[@arslanahmadbhatti6267]

I have recently worked on helmet detection basically on yolov5+deepsort to extract the voilators number plates its working perfectly on cpu but on gpu it is giving false ids to objects like motorbike person and also helmet if its present i don't got the point of giving different output on cpu and different on gpu.

[@arslanahmadbhatti6267]

Very generous of you if you light up my path

[@modeltrainer1246]

. i bought your yolo+ course. apparently it's not helping me with this. = multi cam object detection. with only CPU (one server has 4+ cams). GPU not allowed. please do research and give best solution. now a days companies don't want us to use GPU. such a headache. please do it. don't think much. MAKE THIS TUTORIAL.

[@Augmented_AI]

Thanks for the suggestion. We have had some requests for multi-cam detection which means that we will be developing it for YOLOv7. Also please add your ideas into the Suggestion box here and we'll incorporate them into the curriculum. doo.vote/251960b

[@modeltrainer1246]

@@Augmented_AI thanks. please make sure that this it should be specifically for CPU. not jetson nano. not gpu.

[@AntiEevee]

I dont have coffee! how can i succeed now ;-;

[@techkhid4836]

I keep getting a key error anytime I try to fetch the device key from opt in the video inference

[@TheRealKitWalker]

Trash - Not trash reminded me so much of jians pizza no pizza 😜

[@jonatapaulino]

when I run the training in colab it gives the following error: RuntimeError: indices should be either on cpu or on the same device as the indexed tensor (cpu)

[@russellseangonzalve4566]

same, did you already resolve it?

[@jonatapaulino]

@@russellseangonzalve4566 I decided to search the internet. Do you need the solution?

[@russellseangonzalve4566]

@@jonatapaulino yes I still need it 😁

[@kagansenkeser4357]

@@jonatapaulino hi I need solution ı have the same issue

[@kagansenkeser4357]

​@@russellseangonzalve4566 hi I need solution ı have the same issue

[@abrarluvrabit]

another great video thanks alot Sir for helping us (Students) in the object detection field. Can you please also make a video on a Multi-label object dection in a single bounding box. I have a dataset that involves images with bounding boxes which have more than 1 label. For example, I have 5 classes (0-4), then an image might have a bounding box with label "2" and another might have a bounding box with two labels "2, 4" ie it belongs to both categories. so how can we show two labels or classes on a single bounding box? please make a video on this or atleast provide some solution in your ans here i will be very thankful to you.

[@Augmented_AI]

We are going yo be covering that in our yolo+ course www.augmentedstartups.com/yolo-plus

[@gsayak]

Can we not upload our own dataset? instead of using roboflow?

[@Augmented_AI]

Yes you can upload your own dataset

[@maheshKumar-iw4qb]

I need your guide Detect the object how to save the local disk how to save the local disk and save the current and date time Develop the this type

[@itayhilel2168]

can you show how to bring yolov7 in to unity?

[@Augmented_AI]

That is a cool tutorial to have! Let me look into it

[@hodlRoarhodlRoar]

Can you run YOLOV7 on a mobile phone

[@errrbrrr3821]

can it be deployed to raspberry pi?

[@faezehfereydonian9227]

how can use yolov7 as a feature extraction ??

[@fahimmahafuzruhad9485]

Sir how can we check ta accuracy of our model?

[@jenaiitmandi306]

Sir, Can Yolov7 handle varying image sizes in a dataset ?

[@Augmented_AI]

Yes it can. But for any object detection model. It's best to feed your model a dataset of consistent sized images

[@jenaiitmandi306]

Sir, now I am implementing Yolov7 on custom dataset and I m getting an error in Dataloader part... I hv arranged d data as described. Can u tell about Cache file ?

[@Augmented_AI]

@@jenaiitmandi306 Please join our whatsapp computer vision group chat.whatsapp.com/HuwhV3D7Wbo8qOO7l1doQq we can help you here

[@jenaiitmandi306]

@@Augmented_AI Thanks. So kind of u.

[@sametciftci2740]

@@Augmented_AI can u resend the whatsapp group link? :)

[@UsamaAlDarwashi]

thaaaaaaaaaaaaaaaaaaaaaaanks

[@russellseangonzalve4566]

I cannot train it there's something wrong with the code

[@user-xl4zc4gb2l]

/content/gdrive/MyDrive/yolov7 2023-07-12 23:49:57.539025: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations. To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags. 2023-07-12 23:49:58.405597: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT why on 3.2 Start Training I got this error message ? how can i resolve this problem sir.... thank you