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+ # Saved Features for Algonauts '25 Dataset
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+ This repository contains pre-extracted features for the Algonauts Challenge dataset using baseline models.
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+ ## Features Overview
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+ The `developer_kit` directory contains features extracted for the entire dataset using the following models:
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+ ### Video Features
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+ - Model: SlowFast R50
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+ - Extracts spatiotemporal features from video frames
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+ - Captures motion and appearance information
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+ ### Audio Features
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+ - Model: MFCC (Mel-frequency cepstral coefficients)
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+ - Standard acoustic features representing the short-term power spectrum
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+ - Captures key audio characteristics
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+ ### Language Features
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+ - Model: BERT (Bidirectional Encoder Representations from Transformers)
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+ - Contextual word embeddings from text descriptions
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+ - Encodes semantic meaning of language
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