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  ## Additional Requirements
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  - **Post-processor (EmotionVAE) checkpoint** β€” required for evaluation on every `stage=test` run. Obtain from the [official REACT 2026 baseline](https://github.com/reactmultimodalchallenge/baseline_react2026) and place at `pretrained_models/post_processor/checkpoint.pth`.
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- - **PIRender + FaceVerse** β€” needed only for FRREa (rendered-frame FID) evaluation.
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  - **MARS dataset** β€” obtain through the challenge organisers.
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  ## Metrics
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  | Metric | Description |
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  |--------|-------------|
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- | FRC ↑ | Facial Reaction Consistency |
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- | FRD ↓ | Facial Reaction Distance (FID-based) |
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- | TLCC ↑ | Time-Lagged Cross-Correlation |
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- | S_MSE ↓ | Smoothness (MSE of consecutive frames) |
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- | FRVar ↑ | Facial Reaction Variance |
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- | FRREa ↓ | Facial Reaction Realism (FID on rendered frames) |
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  ## Citation
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  ## Additional Requirements
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  - **Post-processor (EmotionVAE) checkpoint** β€” required for evaluation on every `stage=test` run. Obtain from the [official REACT 2026 baseline](https://github.com/reactmultimodalchallenge/baseline_react2026) and place at `pretrained_models/post_processor/checkpoint.pth`.
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+ - **PIRender + FaceVerse** β€” needed only for FRRea (rendered-frame FID) evaluation.
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  - **MARS dataset** β€” obtain through the challenge organisers.
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  ## Metrics
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  | Metric | Description |
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  |--------|-------------|
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+ | FRCorr ↑ | Facial Reaction Correlation (CCC against GT) |
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+ | FRDist ↓ | Facial Reaction Distance (DTW against GT) |
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+ | FRDiv ↑ | Diversity across the 10 generated predictions (pairwise MSE) |
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+ | FRVar ↑ | Temporal variance within a generated reaction |
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+ | FRRea ↓ | Realism (FID on rendered frames) |
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+ | FRSyn ↓ | Synchrony (Time-Lagged Cross-Correlation) |
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  ## Citation
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