Memotion Analysis through the Lens of Joint Embedding
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Abstract (arXiv)
Joint embedding (JE) is a way to encode multi-modal data into a vector space where text remains as the grounding key and other modalities like image are to be anchored with such keys. Meme is typically an image with embedded text onto it. Although, memes are commonly used for fun, they could also be used to spread hate and fake information. That along with its growing ubiquity over several social platforms has caused automatic analysis of memes to become a widespread topic of research. In this paper, we report our initial experiments on Memotion Analysis problem through joint embeddings. Results are marginally yielding SOTA.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 3 of its 6 references that are in the map. First posted on arXiv 13 Nov 2021.
Builds on
3 of 6 references.
References · 3
Built on by
Citing papers per year: 2023: 5; 2024: 0; 2025: 1.
6 papers.
- 2023Memotion 3: Dataset on Sentiment and Emotion Analysis of Codemixed Hindi-English Memescited by 12
- 2023Findings of Factify 2: Multimodal Fake News Detectioncited by 7
- 2023IMAGINATOR: Pre-Trained Image+Text Joint Embeddings using Word-Level Grounding of Imagescited by 4
- 2023SemiMemes: A Semi-supervised Learning Approach for Multimodal Memes Analysiscited by 2
- 2023Overview of Memotion 3: Sentiment and Emotion Analysis of Codemixed Hinglish Memescited by 2
- 2025DeHate: A Stable Diffusion-based Multimodal Approach to Mitigate Hate Speech in Imagescited by 1
- 2025DeHate: A Stable Diffusion-based Multimodal Approach to Mitigate Hate Speech in Images26 Sep 2025
- 2023Overview of Memotion 3: Sentiment and Emotion Analysis of Codemixed Hinglish Memes12 Sep 2023
- 2023Findings of Factify 2: Multimodal Fake News Detection19 Jul 2023
- 2023IMAGINATOR: Pre-Trained Image+Text Joint Embeddings using Word-Level Grounding of Images12 May 2023
- 2023SemiMemes: A Semi-supervised Learning Approach for Multimodal Memes Analysis31 Mar 2023
- 2023Memotion 3: Dataset on Sentiment and Emotion Analysis of Codemixed Hindi-English Memes17 Mar 2023