Meme Classification on PrideMM

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	RA-HMD (Qwen2-VL-7B)	78.1	No	Robust Adaptation of Large Multimodal Models for...	2025-02-18	Code
2	LMM-CLIP	76.31	No	Improving Multimodal Hateful Meme Detection Expl...	2025-04-14	Code
3	RGCL	76.3	No	Improving Hateful Meme Detection through Retriev...	2023-11-14	Code
4	MemeCLIP	76.1	No	MemeCLIP: Leveraging CLIP Representations for Mu...	2024-09-23	Code
5	RA-HMD (Qwen2-VL-2B)	76	No	Robust Adaptation of Large Multimodal Models for...	2025-02-18	Code
6	HateCLIPper	75.5	No	Hate-CLIPper: Multimodal Hateful Meme Classifica...	2022-10-12	Code
7	CLIP (fine-tuned)	72.4	No	Learning Transferable Visual Models From Natural...	2021-02-26	Code

#1RA-HMD (Qwen2-VL-7B)SOTA
78.1
Accuracy· 2025-02-18
Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme Detection Code
#2LMM-CLIP
76.31
Accuracy· 2025-04-14
Improving Multimodal Hateful Meme Detection Exploiting LMM-Generated Knowledge Code
#3RGCLSOTA
76.3
Accuracy· 2023-11-14
Improving Hateful Meme Detection through Retrieval-Guided Contrastive Learning Code
#4MemeCLIP
76.1
Accuracy· 2024-09-23
MemeCLIP: Leveraging CLIP Representations for Multimodal Meme Classification Code
#5RA-HMD (Qwen2-VL-2B)
76
Accuracy· 2025-02-18
Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme Detection Code
#6HateCLIPperSOTA
75.5
Accuracy· 2022-10-12
Hate-CLIPper: Multimodal Hateful Meme Classification based on Cross-modal Interaction of CLIP Features Code
#7CLIP (fine-tuned)SOTA
72.4
Accuracy· 2021-02-26
Learning Transferable Visual Models From Natural Language Supervision Code