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Xunlin Zhan

3 accepted papers

2022

M5Product: Self-Harmonized Contrastive Learning for E-Commercial Multi-Modal Pretraining

CVPR 2022poster

Despite the potential of multi-modal pre-training to learn highly discriminative feature representations from complementary data modalities, current progress is being slowed by the lack of large-scale modality-diverse datasets. By leveraging the natural suitability of E-commerce, where different mod…

Cited by 44PDFcodeScholar
2021

Product1M: Towards Weakly Supervised Instance-Level Product Retrieval via Cross-Modal Pretraining

ICCV 2021poster

Nowadays, customer's demands for E-commerce are more diversified, which introduces more complications to the product retrieval industry. Previous methods are either subject to single-modal input or perform supervised image-level product retrieval, thus fail to accommodate real-life scenarios where e…

Cited by 75PDFcodeScholar
2021

REM-Net: Recursive Erasure Memory Network for Commonsense Evidence Refinement

AAAI 2021technical

When answering a question, people often draw upon their rich world knowledge in addition to the particular context. While recent works retrieve supporting facts/evidence from commonsense knowledge bases to supply additional information to each question, there is still ample opportunity to advance it…

Cited by 10SourcePDFScholar