Framework Multi Model
![[論文レビュー] VeritasFi: An Adaptable, Multi-tiered RAG Framework for Multi ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/veritasfi-an-adaptable-multi-tiered-rag-framework-for-multi-modal-financial-question-answering-2.png "Framework Multi Model")
![[논문 리뷰] IdentiFace: Multi-Modal Iterative Diffusion Framework for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/identiface-multi-modal-iterative-diffusion-framework-for-identifiable-suspect-face-generation-in-crime-investigations-0.png "Framework Multi Model")
![[论文评述] PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/pytorch-frame-a-modular-framework-for-multi-modal-tabular-learning-0.png "Framework Multi Model")
![[논문 리뷰] Synaspot: A Lightweight, Streaming Multi-modal Framework for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/synaspot-a-lightweight-streaming-multi-modal-framework-for-keyword-spotting-with-audio-text-synergy-2.png "Framework Multi Model")
![[논문 리뷰] MCSFF: Multi-modal Consistency and Specificity Fusion Framework ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/mcsff-multi-modal-consistency-and-specificity-fusion-framework-for-entity-alignment-2.png "Framework Multi Model")
![[论文评述] Queryable 3D Scene Representation: A Multi-Modal Framework for ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/queryable-3d-scene-representation-a-multi-modal-framework-for-semantic-reasoning-and-robotic-task-planning-3.png "Framework Multi Model")
![[논문 리뷰] Retrieval Augmented Generation with Multi-Modal LLM Framework ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/retrieval-augmented-generation-with-multi-modal-llm-framework-for-wireless-environments-2.png "Framework Multi Model")
![[논문 리뷰] SlideBot: A Multi-Agent Framework for Generating Informative ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/slidebot-a-multi-agent-framework-for-generating-informative-reliable-multi-modal-presentations-3.png "Framework Multi Model")
![[论文评述] SemiFA: An Agentic Multi-Modal Framework for Autonomous ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/semifa-an-agentic-multi-modal-framework-for-autonomous-semiconductor-failure-analysis-report-generation-3.png "Framework Multi Model")
%20have%20expanded%20their%20capabilities%20to%20multimodal%20contexts%2C%20including%20comprehensive%20video%20understanding.%20However%2C%20processing%20extensive%20videos%20such%20as%2024-hour%20CCTV%20footage%20or%20full-length%20films%20presents%20significant%20challenges%20due%20to%20the%20vast%20data%20and%20processing%20demands.%20Traditional%20methods%2C%20like%20extracting%20key%20frames%20or%20converting%20frames%20to%20text%2C%20often%20result%20in%20substantial%20information%20loss.%20To%20address%20these%20shortcomings%2C%20we%20develop%20OmAgent%2C%20efficiently%20stores%20and%20retrieves%20relevant%20video%20frames%20for%20specific%20queries%2C%20preserving%20the%20detailed%20content%20of%20videos.%20Additionally%2C%20it%20features%20an%20Divide-and-Conquer%20Loop%20capable%20of%20autonomous%20reasoning%2C%20dynamically%20invoking%20APIs%20and%20tools%20to%20enhance%20query%20processing%20and%20accuracy.%20This%20approach%20ensures%20robust%20video%20understanding%2C%20significantly%20reducing%20information%20loss.%20Experimental%20results%20affirm%20OmAgent's%20efficacy%20in%20handling%20various%20types%20of%20videos%20and%20complex%20tasks.%20Moreover%2C%20we%20have%20endowed%20it%20with%20greater%20autonomy%20and%20a%20robust%20tool-calling%20system%2C%20enabling%20it%20to%20accomplish%20even%20more%20intricate%20tasks. "Framework Multi Model")
![[论文评述] MMM4Rec: A Transfer-Efficient Framework for Multi-modal ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/mmm4rec-a-transfer-efficient-framework-for-multi-modal-sequential-recommendation-1.png "Framework Multi Model")
![[논문 리뷰] DocMMIR: A Framework for Document Multi-modal Information Retrieval](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/docmmir-a-framework-for-document-multi-modal-information-retrieval-1.png "Framework Multi Model")
![[2302.10035] Large-scale Multi-Modal Pre-trained Models: A ...](https://ar5iv.labs.arxiv.org/html/2302.10035/assets/framework.jpg "Framework Multi Model")
![[2410.19544] PMM-Net: Single-stage Multi-agent Trajectory Prediction ...](https://ar5iv.labs.arxiv.org/html/2410.19544/assets/x3.png "Framework Multi Model")
![[Revue de papier] RoSMM: A Robust and Secure Multi-Modal Watermarking ...](https://moonlight-paper-snapshot.s3.ap-northeast-2.amazonaws.com/arxiv/rosmm-a-robust-and-secure-multi-modal-watermarking-framework-for-diffusion-models-0.png "Framework Multi Model")
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