(2014) Long-term Recurrent Convolutional Networks for Visual Recognition and Description这篇文章使用了VGG Net作为CNN去提取图片信息,在输入到一个LSTM decoder中输出文本。同时该文章还将这项技术应用到video captioning中: 以下是对比视频识别,看图说话,看视频说话三个细分任务
"Bottom-up and top-down attention for image captioning and visual question answering." In Proceedings of the IEEE conference on computer vision and pattern recognition, pp. 6077-6086. 2018. ^He, Kaiming, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. "Deep residual learning for image recognition....
Image Captioning (IC). Image Captioning [9,10] comes under the multimodal visual captioning task wherein the input to the model is an image. Recent advancements in the Image Captioning (IC) task have led to varied routes and applications for the same. Images and captions can be correlated ...
An image–text retriever is proposed to search contextual information for captioning.An image & memory comprehender is proposed for further understanding the scene.A dual attention decoder is proposed to alleviate object hallucination.The cross-modal retrieval and visual conditioning model achieves SOTA ...
1. Image Captioning at Will: A Versatile Scheme for Effectively Injecting Sentiments into Image Descriptions(图像描述生成:一个有效地将情感结合到图像描述中的方案) 作者:Quanzeng You,Hailin Jin,Jiebo Luo 摘要:Automatic image captioning has recently approached human-level performance due to the latest adv...
GG16 (Very Deep Convolutional Networks for Large-Scale Visual Recognition) Pre-trained model: Oxford Visual Geometry Group赢得2014ImageNet竞赛 ⽤于图像分类, 将输⼊图像分为1000个类别 模型结构如下图所示: Tips: 因为VGG16 CNN 原本的⽬标是分类, 基于ImageNet数据集进⾏训练,训练所需的时间⽐较...
Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image Captioning 该文主要提出了何时利用何种特征的概念。由于有些描述单词可能并不直接和图像相关,而是可以从当前生成的描述中推测出来,所以当前单词的生成可能依赖图像,也可能依赖于语言模型。基于以上思想,作者提出了“视觉哨兵”的概念,能够以自...
nlpmachine-learningdeep-learningneural-networkartificial-intelligencetransformerimage-captioningvideo-recognitionmultimodal-learningmultitask-learning UpdatedOct 31, 2020 Python Custom ComfyUI nodes for Vision Language Models, Large Language Models, Image to Music, Text to Music, Consistent and Random Creative ...
Basically image captioning is a two step process, which involves a thorough understanding of the visual contents in the image followed by the translation of these information to natural language descriptions. Visual information extraction includes the detection and recognition of objects and also the ide...
poempoem-generatorimagecaptioningmultimodal-deep-learning UpdatedDec 28, 2021 Python Implementation of various basic layers forward and back propagation. CS 231n Stanford Spring 2018: Convolutional Neural Networks for Visual Recognition. Solutions to Assignments ...