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Paper clip. Feb 26, 2021 · View a PDF of the paper titled Learning Transferable Visual Models From Natural Language Supervision, by Alec Radford and 11 other authors May 30, 2025 · Therefore, this work focuses on improving existing CLIP models, aiming to capture as many visual details in images as possible. . Nov 7, 2024 · Motivated by the remarkable advancements in large language models (LLMs), this work explores how LLMs' superior text understanding and extensive open-world knowledge can enhance CLIP's capability, especially for processing longer and more complex image captions. Given the strong professional demands of film music production, we propose the FilmComposer, simulating the actual workflows of professional musicians. Mar 22, 2023 · To take a step toward open-world 3D vision understanding, we propose Contrastive Language-Image-Point Cloud Pretraining (CLIP 2) to directly learn the transferable 3D point cloud representation in realistic scenarios with a novel proxy alignment mechanism. Sep 28, 2023 · View a PDF of the paper titled Demystifying CLIP Data, by Hu Xu and 9 other authors Dec 6, 2023 · To fulfill the requirements, we introduce Alpha-CLIP, an enhanced version of CLIP with an auxiliary alpha channel to suggest attentive regions and fine-tuned with constructed millions of RGBA region-text pairs. Nov 25, 2024 · View a PDF of the paper titled CLIPS: An Enhanced CLIP Framework for Learning with Synthetic Captions, by Yanqing Liu and 4 other authors Jul 29, 2025 · View a PDF of the paper titled Meta CLIP 2: A Worldwide Scaling Recipe, by Yung-Sung Chuang and 15 other authors Mar 11, 2025 · In this work, we implement music production for silent film clips using LLM-driven method. Nov 25, 2024 · View a PDF of the paper titled CLIPS: An Enhanced CLIP Framework for Learning with Synthetic Captions, by Yanqing Liu and 4 other authors Jul 29, 2025 · View a PDF of the paper titled Meta CLIP 2: A Worldwide Scaling Recipe, by Yung-Sung Chuang and 15 other authors Mar 11, 2025 · In this work, we implement music production for silent film clips using LLM-driven method. Feb 11, 2025 · By applying a test time sliding window, we are able to generate a minute-long video within one minute with significantly improved visual quality and motion dynamics, spending less than 1 second for generating 1 second video clips on average. We find that a specific type of generative models, unCLIP, provides a suitable framework for achieving our goal. uc tq 6sey udtjx oksk ey7 3j5x 9go2gf 2wa enysout3