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An end-to-end video summarization pipeline implementing and evaluating Compact BiLSTM and Interpretable Transformer architectures for keyframe selection. Features frozen MobileNetV3 feature extraction, custom Top-K duration budget policies, and performance benchmarking on the TVSum and SumMe datasets.