New Star Tiny Model Ginger Videorar Better

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TML-2026-04 Date: April 12, 2026 Subject: Evaluation of “Ginger” – a sub-100M parameter model for video representation and RAR archive-assisted processing

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| Feature | Description | |---------|-------------| | Architecture | Transformer-based with spatiotemporal attention, pruned via gradual magnitude pruning. | | Input handling | Accepts RAR-compressed video segments (H.264 inside RAR). | | VideoRAR module | Extracts motion vectors and DC coefficients directly from compressed RAR blocks. | | Size | 78M parameters → 42 MB (FP16) | | Inference speed | 2.3× faster than MobileViT on edge GPU (Jetson Orin) for action recognition. |

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