SOTAVerified

Meme Classification

Meme classification refers to the task of classifying internet memes.

Papers

Showing 125 of 59 papers

TitleStatusHype
Flamingo: a Visual Language Model for Few-Shot LearningCode4
The Hateful Memes Challenge: Detecting Hate Speech in Multimodal MemesCode3
Learning Transferable Visual Models From Natural Language SupervisionCode2
MemeCLIP: Leveraging CLIP Representations for Multimodal Meme ClassificationCode1
Detecting Hate Speech in Memes Using Multimodal Deep Learning Approaches: Prize-winning solution to Hateful Memes ChallengeCode1
Multimodal Meme Dataset (MultiOFF) for Identifying Offensive Content in Image and TextCode1
Mapping Memes to Words for Multimodal Hateful Meme ClassificationCode1
Improving Hateful Meme Detection through Retrieval-Guided Contrastive LearningCode1
Decoding the Underlying Meaning of Multimodal Hateful MemesCode1
MATK: The Meme Analytical Tool KitCode1
Pro-Cap: Leveraging a Frozen Vision-Language Model for Hateful Meme DetectionCode1
Vilio: State-of-the-art Visio-Linguistic Models applied to Hateful MemesCode1
Hate-CLIPper: Multimodal Hateful Meme Classification based on Cross-modal Interaction of CLIP FeaturesCode1
Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme DetectionCode1
Enhance Multimodal Transformer With External Label And In-Domain Pretrain: Hateful Meme Challenge Winning SolutionCode1
Do Images really do the Talking? Analysing the significance of Images in Tamil Troll meme classificationCode0
Codec at SemEval-2022 Task 5: Multi-Modal Multi-Transformer Misogynous Meme Classification FrameworkCode0
MemeFier: Dual-stage Modality Fusion for Image Meme ClassificationCode0
MemeGraphs: Linking Memes to Knowledge GraphsCode0
MUTE: A Multimodal Dataset for Detecting Hateful MemesCode0
AIDA-UPM at SemEval-2022 Task 5: Exploring Multimodal Late Information Fusion for Multimedia Automatic Misogyny IdentificationCode0
IITK at SemEval-2024 Task 4: Hierarchical Embeddings for Detection of Persuasion Techniques in MemesCode0
Detecting Harmful Memes with Decoupled Understanding and Guided CoT ReasoningCode0
IIITK@DravidianLangTech-EACL2021: Offensive Language Identification and Meme Classification in Tamil, Malayalam and KannadaCode0
Figurative-cum-Commonsense Knowledge Infusion for Multimodal Mental Health Meme ClassificationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RA-HMD (Qwen2-VL-7B)ROC-AUC0.91Unverified
2RA-HMD (LLaVA-1.5-7B)ROC-AUC0.9Unverified
3PaLI-X-VPDROC-AUC0.89Unverified
4RA-HMD (Qwen2-VL-2B)ROC-AUC0.88Unverified
5RGCL (CLIP)ROC-AUC0.87Unverified
6Flamingo (fine-tuned)ROC-AUC0.87Unverified
7Hate-CLIPper - AlignROC-AUC0.86Unverified
8ISSUESROC-AUC0.86Unverified
9Ron ZhuROC-AUC0.85Unverified
10HumanROC-AUC0.83Unverified
#ModelMetricClaimedVerifiedStatus
1RA-HMD (Qwen2-VL-7B)Accuracy71.1Unverified
2RGCLAccuracy67.1Unverified
3CLIPAccuracy62.4Unverified
4HateCLIPperAccuracy62.4Unverified
5MultiOFFF150Unverified
#ModelMetricClaimedVerifiedStatus
1Hate-CLIPperMicro-F10.59Unverified
2UVCE-IIITTMicro-F10.47Unverified