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cross-modal retrieval

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AntTech
AntTech
Aug 16, 2024 · Artificial Intelligence

PC²: Pseudo‑Classification Based Pseudo‑Captioning for Noisy Correspondence Learning in Cross‑Modal Retrieval

The paper introduces PC², a novel framework that combines pseudo‑classification and pseudo‑captioning to mitigate noisy correspondence in cross‑modal retrieval, presents a large‑scale web‑page/image‑meta‑description dataset called Noise of Web (NoW), and demonstrates significant performance gains on multiple benchmark datasets including Flickr30K, MS‑COCO, and the newly released NoW.

PC2cross-modal retrievaldataset
0 likes · 16 min read
PC²: Pseudo‑Classification Based Pseudo‑Captioning for Noisy Correspondence Learning in Cross‑Modal Retrieval
Tencent Cloud Developer
Tencent Cloud Developer
Nov 11, 2022 · Artificial Intelligence

Tencent Advertising Multimedia AI Technology: Research and Application

Liu Wei outlines Tencent’s Advertising Multimedia AI ecosystem on the Taiji platform, describing a five‑platform matrix—Jue for content understanding, Qiankun for automated video creation, Shenzhen for AI‑driven review, Tianyin for hierarchical fingerprinting, and Hunyuan as a multimodal large model—featuring innovations such as massive multimodal pre‑training, logo retrieval, QA‑style attribute extraction, spatiotemporal video analysis, advanced auto‑judgment, and high‑performance hashing that achieve top cross‑modal retrieval results.

Advertising Technologycomputer visioncontent understanding
0 likes · 18 min read
Tencent Advertising Multimedia AI Technology: Research and Application