Modality Gap
![[논문 리뷰] Fill the Gap: Quantifying and Reducing the Modality Gap in ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/fill-the-gap-quantifying-and-reducing-the-modality-gap-in-image-text-representation-learning-1.png "Modality Gap")
![[NeurIPS 2022] Mind the Gap: Understanding the Modality Gap in Multi ...](https://velog.velcdn.com/images/ma-kjh/post/a20950db-1f12-4ae1-99cc-514a6e25e558/image.png "Modality Gap")
![[论文评述] Explaining and Mitigating the Modality Gap in Contrastive ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/explaining-and-mitigating-the-modality-gap-in-contrastive-multimodal-learning-1.png "Modality Gap")
![[2203.02053] Mind the Gap: Understanding the Modality Gap in Multi ...](https://ar5iv.labs.arxiv.org/html/2203.02053/assets/x4.png "Modality Gap")
![[논문 리뷰] Minimizing Modality Gap from the Input Side: Your Speech LLM ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/minimizing-modality-gap-from-the-input-side-your-speech-llm-can-be-a-prosody-aware-text-llm-1.png "Modality Gap")
![[논문 리뷰] LAMB: LLM-based Audio Captioning with Modality Gap Bridging via ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/lamb-llm-based-audio-captioning-with-modality-gap-bridging-via-cauchy-schwarz-divergence-1.png "Modality Gap")
![[논문 리뷰] COMET: Concept Space Dissection of the Modality Gap in Audio ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/comet-concept-space-dissection-of-the-modality-gap-in-audio-text-multimodal-contrastive-embeddings-3.png "Modality Gap")
![[论文评述] Toward Modality Gap: Vision Prototype Learning for Weakly ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/toward-modality-gap-vision-prototype-learning-for-weakly-supervised-semantic-segmentation-with-clip-0.png "Modality Gap")
![[Revue de papier] Understanding the Modality Gap: An Empirical Study on ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/understanding-the-modality-gap-an-empirical-study-on-the-speech-text-alignment-mechanism-of-large-speech-language-models-2.png "Modality Gap")
![[论文评述] Two Effects, One Trigger: On the Modality Gap, Object Bias, and ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/two-effects-one-trigger-on-the-modality-gap-object-bias-and-information-imbalance-in-contrastive-vision-language-models-1.png "Modality Gap")
![[2412.06209] Sound2Vision: Generating Diverse Visuals from Audio ...](https://ar5iv.labs.arxiv.org/html/2412.06209/assets/x15.png "Modality Gap")
![[논문 리뷰] Cross the Gap: Exposing the Intra-modal Misalignment in CLIP ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/cross-the-gap-exposing-the-intra-modal-misalignment-in-clip-via-modality-inversion-1.png "Modality Gap")
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