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Retrieval & EmbeddingsMedium· Video RAG· Embedding Optimization· Latency Reduction
Your video-RAG index embeds every frame at 1 fps for ho...
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See plansEmbedding every frame at a fixed rate is inefficient because consecutive frames in a video are often near-duplicate vectors. By implementing scene cut detection, you can index a single representative key frame per shot. This approach reduces the index size and latency by a factor determined by the average shot length, rather than relying on an arbitrary hyperparameter search.