Live Human Detection and Counting using Tensorflow 2023

سرفصل های دوره

Build your own Human Detection Model from scratch. Implement using OpenCV, Tensorflow, PyYAML, Protobuf & Matplotlib.

1 - INTRODUCTION

1 - Introduction to AI & Neural Networks

2 - Object Detection Models

3 - Understanding OpenCV

4 - Getting to know about Tensorflow

2 - GETTING STARTED WITH HUMAN DETECTION MODEL

5 - Human Detection Model

6 - System Requirements & Configuration

7 - Installing Tools

8 - Setting Up Python Environments & Installing PIPs

3 - STARTING WITH JUPYTER NOTEBOOK

9 - Introduction to Jupyter Notebook

10 - Setting Up Jupyter Notebook

11 - Testing the working of Jupyter Notebook

4 - SETTING DIRECTORIES & LABEL PATH

12 - Importing Dependencies

13 - CODE Importing Dependencies.html

13 - lecture-13-code-importing-dependencies.zip

14 - Defining and Setting Paths for Labels

15 - CODE Defining and Setting Paths for Labels.html

15 - lecture-15-code-defining-and-setting-paths-for-labels.zip

5 - CAPTURING IMAGES USING OPENCV AND MAKING ANNOTATIONS

16 - Capturing Images using OpenCV

17 - CODE Capturing Images using OpenCV.html

17 - lecture-17-code-capturing-images-using-opencv.zip

18 - Downloading LabelImage Tool

19 - CODE Downloading LabelImage Tool.html

19 - lecture-19-code-downloading-label-image-tool.zip

20 - Making Annotations

6 - HUMAN DETECTION MODEL & WORKSPACE

21 - Customizing Human Detection Model

22 - CODE Customizing Human Detection Model Script record file.html

22 - lecture-22-code-customizing-human-detection-model-script-record-file.zip

22 - lecture-22-generate-tfrecord.zip

23 - Working with workspace

24 - CODE Working with workspace.html

24 - lecture-24-code-working-with-workspace.zip

7 - TENSORFLOW MODEL API AND PROTOCOL BUFFERS

25 - Tensorflow Model Garden

26 - CODE Tensorflow Model Garden.html

26 - lecture-26-code-tensorflow-model-garden.zip

27 - Protocol Buffers and Protoc

28 - CODE Protocol Buffers and Protoc.html

28 - lecture-28-code-protocol-buffers-and-protoc.zip

29 - Downloading PreTrained Model

30 - CODE Downloading PreTrained Model.html

30 - lecture-30-code-downloading-pre-trained-model.zip

8 - WORKING WITH MODELS

31 - Label Name and UniqueIDs

32 - CODE Label Name and UniqueIDs.html

32 - lecture-32-code-label-name-and-unique-ids.zip

33 - Model Records

34 - CODE Model Records.html

34 - lecture-34-code-model-records.zip

34 - lecture-34-generate-tfrecord.zip

9 - CONFIGURING PIPELINE CONFIGURATION

35 - ConfigureCopy & Write PipelineConfig files

36 - CODE ConfigureCopy & Write PipelineConfig files.html

36 - lecture-36-code-configure-copy-writing-pipeline-config-files.zip

10 - TRAINING & EVALUATION OF HUMAN DETECTION MODEL

37 - Training Human Detection Model

38 - CODE Training Human Detection Model.html

38 - lecture-38-code-training-human-detection-model.zip

39 - Doing Evaluation of Human Detection Model

40 - CODE Doing Evaluation of Human Detection Model.html

40 - lecture-40-code-doing-evaluation-of-human-detection-model.zip

11 - TRAINED MODEL AND CHECKPOINT

41 - Importing Recommended Libraries & Loading Trained Model

42 - CODE Importing Recommended Libraries & Loading Trained Model.html

42 - lecture-42-code-importing-recommended-libraries-loading-trained-model.zip

12 - TESTING HUMAN DETECTION MODEL

43 - Doing Testing & Detections of a particular image

44 - CODE Doing Testing & Detections of a particular image.html

44 - lecture-44-code-doing-testing-detections-of-a-particular-image.zip

13 - REALTIME DETECTION FROM WEBCAMS

45 - RealTime Detections

46 - CODE RealTime Detections.html

46 - lecture-46-code-real-time-detections.zip

14 - SAVING HUMAN DETECTION MODEL

47 - Freezing Graph

48 - CODE Freezing Graph.html

48 - lecture-48-code-freezing-graph.zip

49 - Converting HDM into TFLite Model

50 - CODE Converting HDM into TFLite Model.html

50 - lecture-50-code-converting-hdm-into-tflite-model.zip

51 - Exporting Human Detection Model

52 - CODE Exporting Human Detection Model.html

52 - lecture-52-code-exporting-human-detection-model.zip

53 - Complete source code of HUMAN DETECTION MODEL.html

53 - lecture-53-human-detection-model-part1.zip

53 - lecture-53-human-detection-model-part2.zip

54 - Complete Output of This Project

55 - Project Summary

56 - Conclusion The learning outcome

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تولید کننده: Udemy-Training