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Module 07
Computer Vision Applications
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Submodule 01Core Vision Operations0/17
- 1Simple Convolutional 2D LayerMed.
- 2A Dense Block with 2D ConvolutionsHard
- 3Image BrightnessEasy
- 4Grayscale Image Contrast CalculatorEasy
- 5Global Average PoolingEasy
- 6Dice Score for ClassificationconceptMed.
- 7Jaccard Index for Binary ClassificationEasy
- 83D CNN Forward Pass ImplementationMed.
- 9Apply Zero Padding to an ImageEasy
- 10Bilinear Image ResizingMed.
- 11Convert RGB Image to GrayscaleEasy
- 12Flip an Image Horizontally or VerticallyEasy
- 132D Average PoolingMed.
- 14Overlapping Max PoolingMed.
- 15Sobel Edge DetectionMed.
- 16PCA Color AugmentationconceptHard
- 17Feature Receptive Field VisualizationconceptEasy
Submodule 02Detection, Video & Advanced Vision0/13
- 1Non-Maximum Suppression for Object DetectionconceptHard
- 2Optical Flow EPE with Masks (OmniWorld-style metric)Hard
- 3VLM Visual Token Count from Image Resolution and Patch SizeMed.
- 4Guidance Attention Mask for Chunked VideoHard
- 5Sequential Video Generation with Diffusion ModelsHard
- 6Unified History Injection for Autoregressive Video DiffusionHard
- 7Latent Space Patchification for Diffusion TransformersHard
- 8ASR Real-Time Factor for Parallel Chunk TranscriptionHard
- 9Autoregressive Video Chunk FPS CalculatorconceptMed.
- 10Multi-Hypothesis Trajectory PredictionconceptMed.
- 11Novel View Synthesis with Depth ReprojectionconceptMed.
- 12Video Generation Latent Space Memory EstimationconceptMed.
- 13Multi-term Memory Patchification for VideoconceptMed.