Metric: Accuracy (higher is better)
| # | 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 |