SOTAVerified

Meme Classification

Meme classification refers to the task of classifying internet memes.

Papers

Showing 150 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
Mapping Memes to Words for Multimodal Hateful Meme ClassificationCode1
Decoding the Underlying Meaning of Multimodal Hateful MemesCode1
Pro-Cap: Leveraging a Frozen Vision-Language Model for Hateful Meme DetectionCode1
Vilio: State-of-the-art Visio-Linguistic Models applied to Hateful MemesCode1
Multimodal Meme Dataset (MultiOFF) for Identifying Offensive Content in Image and TextCode1
MATK: The Meme Analytical Tool KitCode1
Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme DetectionCode1
Improving Hateful Meme Detection through Retrieval-Guided Contrastive LearningCode1
Enhance Multimodal Transformer With External Label And In-Domain Pretrain: Hateful Meme Challenge Winning SolutionCode1
Hate-CLIPper: Multimodal Hateful Meme Classification based on Cross-modal Interaction of CLIP FeaturesCode1
IITK at SemEval-2024 Task 4: Hierarchical Embeddings for Detection of Persuasion Techniques in MemesCode0
KAFK at SemEval-2020 Task 8: Extracting Features from Pre-trained Neural Networks to Classify Internet MemesCode0
Do Images really do the Talking? Analysing the significance of Images in Tamil Troll meme classificationCode0
AIDA-UPM at SemEval-2022 Task 5: Exploring Multimodal Late Information Fusion for Multimedia Automatic Misogyny IdentificationCode0
MemeFier: Dual-stage Modality Fusion for Image Meme ClassificationCode0
MemeGraphs: Linking Memes to Knowledge GraphsCode0
Figurative-cum-Commonsense Knowledge Infusion for Multimodal Mental Health Meme ClassificationCode0
MUTE: A Multimodal Dataset for Detecting Hateful MemesCode0
BanglaAbuseMeme: A Dataset for Bengali Abusive Meme ClassificationCode0
Prompt-enhanced Network for Hateful Meme ClassificationCode0
Codec at SemEval-2022 Task 5: Multi-Modal Multi-Transformer Misogynous Meme Classification FrameworkCode0
Detecting Harmful Memes with Decoupled Understanding and Guided CoT ReasoningCode0
IIITK@DravidianLangTech-EACL2021: Offensive Language Identification and Meme Classification in Tamil, Malayalam and KannadaCode0
UVCE-IIITT@DravidianLangTech-EACL2021: Tamil Troll Meme Classification: You need to Pay more AttentionCode0
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without SupervisionCode0
YNU-HPCC at SemEval-2021 Task 6: Combining ALBERT and Text-CNN for Persuasion Detection in Texts and Images0
ASRtrans at SemEval-2022 Task 5: Transformer-based Models for Meme Classification0
BLUE at Memotion 2.0 2022: You have my Image, my Text and my Transformer0
BPHC@DravidianLangTech-ACL2022-A comparative analysis of classical and pre-trained models for troll meme classification in Tamil0
Codewithzichao@DravidianLangTech-EACL2021: Exploring Multimodal Transformers for Meme Classification in Tamil Language0
CUET-NLP@DravidianLangTech-ACL2022: Investigating Deep Learning Techniques to Detect Multimodal Troll Memes0
Demystifying Hateful Content: Leveraging Large Multimodal Models for Hateful Meme Detection with Explainable Decisions0
Disentangling Hate in Online Memes0
Findings of the Shared Task on Multimodal Sentiment Analysis and Troll Meme Classification in Dravidian Languages0
Findings of the Shared Task on Troll Meme Classification in Tamil0
hate-alert@DravidianLangTech-ACL2022: Ensembling Multi-Modalities for Tamil TrollMeme Classification0
HUB@DravidianLangTech-EACL2021: Meme Classification for Tamil Text-Image Fusion0
IIIT_DWD@EACL2021: Identifying Troll Meme in Tamil using a hybrid deep learning approach0
LLM-based Semantic Augmentation for Harmful Content Detection0
memeBot: Towards Automatic Image Meme Generation0
Multimodal and Explainable Internet Meme Classification0
Multimodal Feature Extraction for Memes Sentiment Classification0
On Explaining Multimodal Hateful Meme Detection Models0
Only text? only image? or both? Predicting sentiment of internet memes0
Prompting for Multimodal Hateful Meme Classification0
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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