# LG AI Research — [ECCV 2022] Grounding Visual Representations with Texts for Domain Generalization

- Company: LG AI Research (lgresearch.ai)
- Announced: 2022-08-25
- Category: research-paper
- Coverage: not counted
- Announcement: yes
- Group: announcements
- Source: https://www.lgresearch.ai/blog/view?seq=247
- Record: https://forck.live/items/4934-eccv-2022-grounding-visual-representations-with-texts-for-domain-generalization
- Subject: EXAONE

The paper proposes a domain generalization method that uses natural language supervision to ground visual representations, introducing two modules: Visual and Textual Joint Embedder and Textual Explanation Generator, and achieves state-of-the-art results on CUB-DG and DomainBed benchmarks.

## Evidence

Verbatim from https://www.lgresearch.ai/blog/view?seq=247:

> we propose a novel approach that grounds visual representations with explicit (verbalized) knowledge from humans about typical reasoning on visual cues

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Record: https://forck.live/items/4934-eccv-2022-grounding-visual-representations-with-texts-for-domain-generalization
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