# LG AI Research — [NeurIPS 2022] UniCLIP: Unified Framework for Contrastive Language-Image Pre-training

- Company: LG AI Research (lgresearch.ai)
- Announced: 2022-11-23
- Category: research-paper
- Coverage: not counted
- Announcement: yes
- Group: announcements
- Source: https://www.lgresearch.ai/blog/view?seq=276
- Record: https://forck.live/items/4919-neurips-2022-uniclip-unified-framework-for-contrastive-language-image-pre
- Subject: EXAONE

LG AI Research introduces UniCLIP, a unified framework that integrates contrastive learning from different domains into a single embedding space, addressing image-text misalignment due to augmentation with an augmentation-aware projection head, and proposing MP-NCE loss and domain-dependent similarity scores.

## Evidence

Verbatim from https://www.lgresearch.ai/blog/view?seq=276:

> UniCLIP is a methodology that integrates contrastive learning that were independently used in different domains into a single framework to enhance data efficiency.

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Record: https://forck.live/items/4919-neurips-2022-uniclip-unified-framework-for-contrastive-language-image-pre
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