lc1471/ml-csd361

How lc1471/ml-csd361 works

AVCAffe Preprocessing prepares clip-level audio/video data and labels for an Affect-Aware Dynamic UI project. The main workflow builds a manifest, converts audio and face crops into aligned two-second windows, then exposes normalized clips and labels through a reader or PyTorch wrapper. Separate utilities compute normalization statistics and check alignment or audio availability. The README gives little detail beyond the product name; unsampled crop-generation code and other utilities are represented cautiously, and edges are limited to documented or excerpted relationships.

Main entry points: dataset.py Clip reader · windows.py Aligned windows · audio_features.py Audio features · compute_stats.py Stats computation

Components 11

Dataset preparation

Clip manifest src/preprocessing/manifest.py
Crop preparation src/preprocessing/add_crops.py

Feature extraction

Audio features src/preprocessing/audio_features.py
Video features src/preprocessing/video_features.py
Aligned windows src/preprocessing/windows.py

Dataset loading

Clip reader src/preprocessing/dataset.py
PyTorch adapter src/preprocessing/torch_dataset.py

Stats and checks

Normalization stats configs/norm_stats.json
Stats computation src/preprocessing/compute_stats.py
Alignment check src/preprocessing/check_alignment.py
Audio check src/preprocessing/check_no_audio.py

Connections 11

Stats computation → Aligned windows: builds clips src/preprocessing/compute_stats.py
Stats computation → Normalization stats: writes stats src/preprocessing/compute_stats.py
Clip reader → Clip manifest: reads manifest src/preprocessing/dataset.py
Clip reader → Normalization stats: reads stats src/preprocessing/dataset.py
Clip reader → Aligned windows: builds clips src/preprocessing/dataset.py
Aligned windows → Audio features: extracts audio src/preprocessing/windows.py
Aligned windows → Video features: loads crops src/preprocessing/windows.py
PyTorch adapter → Clip reader: wraps reader src/preprocessing/torch_dataset.py
Alignment check → Audio features: checks audio src/preprocessing/check_alignment.py
Alignment check → Video features: checks video src/preprocessing/check_alignment.py
Audio check → Audio features: loads audio src/preprocessing/check_no_audio.py

Drawn by GitDiagram on November 11, 2026 from the repository's file tree, README and source files. Read as Markdown ·