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Abstract We present a method for automated summarization of short-form video clips (≤2 minutes) using a multi-modal attention network that fuses visual, audio, and textual (speech-transcript) signals. Our model—MiniSumNet—targets rapid generation of coherent summaries suitable for mobile consumption and social media sharing. Experiments on a curated dataset of 1,200 short clips show ROUGE-L improvements of 6–9% over unimodal baselines and a 12% reduction in summary generation latency. juy996enjavhdtoday12152021015941 min new
Introduction Short-form video content has exploded on social platforms. Users prefer concise summaries highlighting salient moments. Existing summarization approaches often target longer videos and focus on visual features alone. This work proposes a lightweight multi-modal model optimized for clips around one minute in length, combining frame-level visual embeddings, audio features, and automatic speech recognition (ASR) transcripts via a cross-modal attention mechanism. is to provide helpful, accurate, and safe information
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