Improving video retrieval by adaptive margin
Witryna27 kwi 2024 · Video retrieval using natural language queries has attracted increasing interest due to its relevance in real-world applications, from intelligent access in private media galleries to web-scale video search. Learning the cross-similarity of video and text in a joint embedding space is the dominant approach. WitrynaFeng He, Qi Wang, Zhifan Feng, Wenbin Jiang, Yajuan Lü, Yong Zhu, and Xiao Tan. 2024. Improving Video Retrieval by Adaptive Margin. In Proceedings of the 44th International ACM SIGIR Conference on …
Improving video retrieval by adaptive margin
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Witryna11 kwi 2024 · 内容概述: 这篇论文提出了一种名为“Prompt”的面向视觉语言模型的预训练方法。. 通过高效的内存计算能力,Prompt能够学习到大量的视觉概念,并将它们转化为语义信息,以简化成百上千个不同的视觉类别。. 一旦进行了预训练,Prompt能够将这些 … Witryna10 mar 2024 · Video retrieval is becoming increasingly important owing to the rapid emergence of videos on the Internet. The dominant paradigm for video retrieval learns video-text representations by pushing the distance between the similarity of positive pairs and that of negative pairs apart from a fixed margin.
Witryna10 mar 2024 · Title: Improving Video Retrieval by Adaptive Margin; Title(参考訳): Adaptive Marginによるビデオ検索の改善 ... While most video retrieval methods overlook that phenomenon, we propose an adaptive margin changed with the distance between positive and negative pairs to solve the aforementioned issue. First, we … WitrynaImproving Video Retrieval by Adaptive Margin Feng He, Qi Wang, Zhifan Feng, Wenbin Jiang, Yajuan Lü, Yong Zhu, Xiao Tan. 1359-1368; Comprehensive Linguistic-Visual Composition Network for Image Retrieval Haokun Wen, Xuemeng Song, Xin Yang, Yibing Zhan, Liqiang Nie. 1369-1378
WitrynaImproving Cross-Modal Retrieval with Set of Diverse Embeddings ... Margin-aware Distillation and Modality-aware Regularization for Incomplete Multimodal Learning ... Witryna15 paź 2024 · Recently, for video retrieval [He et al. 2024] proposed an adaptive margin proportional to the similarity of item and query as computed by multiple models. ... Relevance-based Margin for...
WitrynaImproving Video Retrieval by Adaptive Margin Citing conference paper Jul 2024 Feng He Qi Wang Zhifan Feng Wenbin Jiang Xiao Tan View Top co-authors (21) Xiangdong Wang Chinese Academy of Sciences...
Witryna1 dzień temu · OCAM leverages an adaptive margin between A - P and A - N distances to improve conformity to the image distribution per dataset, without necessitating … canon powershot software for windowsWitryna17 mar 2024 · Video retrieval has seen tremendous progress with the development of vision-language models. However, further improving these models require additional labelled data which is a huge manual... flagstone white pewterWitrynaImproving Video Retrieval by Adaptive Margin. In Fernando Diaz 0001, Chirag Shah, Torsten Suel, Pablo Castells, Rosie Jones, Tetsuya Sakai, editors, SIGIR '21: The 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, Virtual Event, Canada, July 11-15, 2024. pages 1359-1368, ACM, 2024. … canon powershot software for windows 7WitrynaIn the past decades, learning an effective distance metric between pairs of instances has played an important role in the classification and retrieval task, for example, the person identification or malware retrieval in the IoT service. The core motivation of recent efforts focus on improving the metric forms, and already showed promising results on the … flagstone whiteWitryna30 wrz 2024 · The joint embeddings learned with CrossCLR extend the state of the art in video-text retrieval on Youcook2 and LSMDC datasets and in video captioning on … flagstone white pewter paversWitryna9 mar 2024 · Video retrieval is becoming increasingly important owing to the rapid emergence of videos on the Internet. The dominant paradigm for video retrieval learns video-text representations by pushing the distance between the similarity of positive pairs and that of negative pairs apart from a fixed margin. flagstone wholesaleWitrynaImproving Video Retrieval by Adaptive Margin . Video retrieval is becoming increasingly important owing to the rapid emergence of videos on the Internet. The dominant paradigm for video retrieval learns video-text representations by pushing the distance between the similarity of positive pairs and that of negative pairs apart from a … canon powershot sx120is user\u0027s manual