From 60894f800be8e93966550942e0d5df37bf7af309 Mon Sep 17 00:00:00 2001 From: MaxJa4 Date: Sat, 2 Dec 2023 17:58:39 +0100 Subject: [PATCH] Add paf22 traffic light detection evaluation docs --- .../README.md | 43 ++++++++++++++++++ .../assets/back_1.png | Bin 0 -> 22467 bytes .../assets/back_14.jpg | Bin 0 -> 910 bytes .../assets/green_22.jpg | Bin 0 -> 1633 bytes .../assets/green_4.png | Bin 0 -> 22317 bytes .../assets/red_10.png | Bin 0 -> 16513 bytes .../assets/red_20.png | Bin 0 -> 708 bytes .../assets/yellow_1.png | Bin 0 -> 18050 bytes .../assets/yellow_18.jpg | Bin 0 -> 1682 bytes 9 files changed, 43 insertions(+) create mode 100644 doc/06_perception/experiments/traffic-light-detection_evaluation/README.md create mode 100644 doc/06_perception/experiments/traffic-light-detection_evaluation/assets/back_1.png create mode 100644 doc/06_perception/experiments/traffic-light-detection_evaluation/assets/back_14.jpg create mode 100644 doc/06_perception/experiments/traffic-light-detection_evaluation/assets/green_22.jpg create mode 100644 doc/06_perception/experiments/traffic-light-detection_evaluation/assets/green_4.png create mode 100644 doc/06_perception/experiments/traffic-light-detection_evaluation/assets/red_10.png create mode 100644 doc/06_perception/experiments/traffic-light-detection_evaluation/assets/red_20.png create mode 100644 doc/06_perception/experiments/traffic-light-detection_evaluation/assets/yellow_1.png create mode 100644 doc/06_perception/experiments/traffic-light-detection_evaluation/assets/yellow_18.jpg diff --git a/doc/06_perception/experiments/traffic-light-detection_evaluation/README.md b/doc/06_perception/experiments/traffic-light-detection_evaluation/README.md new file mode 100644 index 00000000..46e8e0af --- /dev/null +++ b/doc/06_perception/experiments/traffic-light-detection_evaluation/README.md @@ -0,0 +1,43 @@ +# Evaluation of the PAF22 Traffic Light Detection + +In this experiment, the existing Traffic Light Detection from PAF22 has been tested. +The goals was to be able to verify, that it is suitable for PAF23. + +## Model + +The architecture of the model is a Convolutional Neural Network (CNN) and it consists of the following layers: + +1. **Convolutional Layer 1**: This layer uses a 2D convolution over an input signal composed of several input planes, with in_channels input channels, 4 output channels, a kernel size of 5, and padding set to 'same'. This means the output size is the same as the input size. +2. **Batch Normalization Layer**: This layer applies Batch Normalization over a 4D input (a mini-batch of 2D inputs with additional channel dimension) as described in the paper Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift. +3. **Convolutional Layer 2**: This layer is similar to the first convolutional layer but it takes the output of the first layer (4 channels) as input. +4. **Max Pooling Layer 1**: This layer uses a 2D max pooling over an input signal composed of several input planes, with a kernel size of (2, 2). +5. **Convolutional Layer 3**: This layer is similar to the previous convolutional layers but it has a kernel size of 3. +6. **Max Pooling Layer 2**: This layer is similar to the first max pooling layer. +7. **Convolutional Layer 4**: This layer is similar to the previous convolutional layers. +8. **Max Pooling Layer 3**: This layer is similar to the previous max pooling layers. +9. **Flatten Layer**: This layer flattens the input by removing the spatial dimensions. +10. **Dropout Layer**: This layer randomly zeroes some of the elements of the input tensor with probability p=0.3 using samples from a Bernoulli distribution. +11. **Linear Layer**: This layer applies a linear transformation to the incoming data. It has 64 input features and num_classes output features. + +## Dataset + +The existing dataset of PAF22 consists of 2340 images (combined) of the categories red, yellow, green, backside. There are also 382 validation images (combined). + +The data can be accessed through DVC. + +## Training + +Running the training with `dvc exp run` in the traffic light detection directory, results in a trained model with >99% accuracy & validation. + +## Examples + +Result | Large | Small | +|-----------|----------|----------| +Green | ![Green-Large](assets/green_4.png) | ![Green-Small](assets/green_22.jpg) +Yellow | ![Yellow-Large](assets/yellow_1.png) | ![Yellow-Small](assets/yellow_18.jpg) +Red | ![Red-Large](assets/red_10.png) | ![Red-Small](assets/red_20.png) +Back | ![Back-Large](assets/back_1.png) | ![Back-Small](assets/back_14.jpg) + +## Verdict + +The high accuracy and manual testing of the above example images verified, that the existing PAF22 traffic light detection model can be used for PAF23. diff --git a/doc/06_perception/experiments/traffic-light-detection_evaluation/assets/back_1.png b/doc/06_perception/experiments/traffic-light-detection_evaluation/assets/back_1.png 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