题目:Zero-Shot Composed Image Retrieval 一、摘要 在本文中,我们考虑了组合图像检索 (CIR) 的问题,它旨在训练一个模型,该模型可以融合多模态信息,例如文本和图像,以准确检索与查询匹配的图像,扩展搜索能力。 二、介绍 最近的研究表明,视觉-语言模型在大规模数据集上联合训练取得了巨大进步,我们提出了组合图像检索(...
为了更好地学习 image-sentence 映射并保留更多的视觉信息,我们进一步利用局部对齐正则化 (LAR) 来帮助映射的句子捕捉更独特的视觉概念,并更接近忠实描述图像的真实标题。与对称设置相比,我们的非对称框架允许更灵活的部署,同时也提高了性能,并且在三个基准测试上都优于最先进的方法。 2相关工作 2.1 COMPOSED IMAGE ...
结合GAN的零次学习(zero-shot learning) 草图以及 204k 张正常图片(共110类). 适合用于做zero-shot的图像检索,zero-shotsketch-basedimageretrieval(ZS-SBIR).该草图...众所周知,深度学习的崛起依赖于大量的训练样本;监督式学习已经在各项任务上取得了极好的效果。 但有一点和我们人的“智能”不一样的是,一个...
Zero-shot learningSketch-based image retrievalThe goal of Sketch-Based Image Retrieval (SBIR) is using free-hand sketches to retrieve images of the same category from a natural image gallery. However, SBIR requires all test categories to be seen during training, which cannot be guaranteed in ...
A Zero-Shot Framework for Sketch Based Image Retrieval. Sasi Kiran Yelamarthi∗, Shiva Krishna Reddy∗, Ashish Mishra, and Anurag Mittal Indian Institute of Technology Madras, India {sasikiran1996, shivakrishnam912}@gmail.com, {mishra, amittal}@cse.iitm.ac.in Abstract. Sketch-based i...
2024 2 InternVL-G 73.894.498.1 InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks 2023 3 ERNIE-ViL 2.0 69.691.296.9 ERNIE-ViL 2.0: Multi-view Contrastive Learning for Image-Text Pre-training 2022 ...
以CLIP为代表的视觉语言大模型(VLMs)在zero-shot识别等领域表现出了优异的性能,这改变了很多下游任务的学习范式,研究者们纷纷尝试如何将VLMs集成到现有的框架中来提高下游性能。虽然CLIP在ImageNet等代表性数据集达到了较高的准确率,但是其不可避免的出现了长尾数据识别较差的现象。例如对于“night snake”等十多个...
We have tested recently published foundation models for histopathology for image retrieval. We report macro average of F1 score for top-1 retrieval, majority of top-3 retrievals, and majority of top-5 retrievals. We perform zero-shot retrievals, i.e., we do not alter embeddings and we do ...
This paper proposes a novel zero-shot composed image retrieval (CIR) method considering the query-target relationship by masked image-text pairs. The objective of CIR is to retrieve the target image using a query image and a query text. Existing methods use a textual inversion network to conver...
原文:Zero-Shot Everything Sketch-Based Image Retrieval, and in Explainable Style 作者: Fengyin Lin1∗ Mingkang Li1∗ Da Li2† Timothy Hospedales2,3 Yi-Zhe Song4 Yonggang Qi1 1B Samsung AI Centre, …