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DataFunTalk

Jan 22, 2022 · Artificial Intelligence

Multimodal Content Understanding Techniques in Search Systems

This talk presents Tencent's multimodal content understanding framework for search, covering hierarchical content features, large‑scale ranking, fine‑grained image semantic vectors, video and document analysis, quality detection, duplicate removal, and future directions in AI‑driven search.

AIContent UnderstandingImage Embedding

0 likes · 17 min read

Multimodal Content Understanding Techniques in Search Systems

DataFunTalk

Mar 22, 2019 · Artificial Intelligence

Understanding Alibaba’s “Image Matters” Paper: Deep Image CTR Model (DICM) and Advanced Model Server

This article interprets Alibaba’s “Image Matters” paper, explaining how the Deep Image CTR Model (DICM) introduces user‑side visual preference modeling with image embeddings, why traditional Parameter Servers struggle with large image vectors, and how the Advanced Model Server (AMS) compresses embeddings to enable efficient distributed training.

Advanced Model ServerImage Embeddingctr

0 likes · 15 min read

Understanding Alibaba’s “Image Matters” Paper: Deep Image CTR Model (DICM) and Advanced Model Server