图像描述算法.pdf图像描述算法是一次分享会上一位大牛分享的ppt，介绍了图像描述算法的演进和最新

文件名称: 图像描述算法.pdf

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上传时间: 2019-07-28

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详细说明：图像描述算法是一次分享会上一位大牛分享的ppt，介绍了图像描述算法的演进和最新的神经网络识别介绍。Forum of Moving to Intelligence Contents 图像内容理解的角度 ●图像描述算法发展及优化 What's next FM Forum of Moving to Intelligence 图像内容理解的角度语义级别基于分类算法 TRME 是机场场景是什么? 低基于实体检测算法有男人,女人有什么? 飞析基于图像描述算法个男人和一个女人在一架停在在干嘛? 高地上的飞机前 FM Forum of Moving to Intelligence Contents 图像内容理解的角度图像描述算法发展及优化 What's next FM Forum of Moving to Intelligence 图像描述算法整体架构 RNN Cross Entropy CNN STM N-gram based R-CNN Attention SPICE TRUMIE 特征词或句 ENCODER DECODER Loss Function MLE 强化学习 GANS FM Forum of Moving to Intelligence 图像描述算法整体架构 RNN Cross Entropy CNN STM N-gram based R-CNN Attention SPICE TRUMIE 特征词或句 ENCODER DECODER Loss Function MLE 强化学习 GANS FM Forum of Moving to Intelligence LOSS——样本与描述 an A store display filled with ripe, unripe bananas and other fruit a giraffe standing on a grass covered fi 描述 A group of bananas surround a small display of kiwi. a giraffe stands in an area of dead shrubbery A fruit stand with plantains, kiwis, and bananas A single giraffe standing in tall brown grass A fruit stand that has bananas, papaya, and plantains A giraffe is standing alone in a dead patch of foliage A fruit stand display with bananas and kiwi a single giraffe is standing in some tall brush looking all around FM Forum of Moving to Intelligence LOSS——主观判断 4个级别 A herd of elephants walking A close up of a cat laying across a dry grass field. on a couch A red motorcycle parked on the A yellow school bus parked ia rside of the road, ain a parking lot. Describes without errors Describes with minor errors Somewhat related to the image Unrelated to the image FM Forum of Moving to Intelligence LOSs——基于n-gram模型 In Outp Reference annotations. This is a building on the corner of Trinity A street sign in front of a building and 4th street A street sign on a street and a building with many windows behind it a green sign is in front of a large Have seen similar image before Sample following similar patterns building Trinity and 4th street sign with stop sign near glass building A street sign mounted to a white light pole Description 1: A street sign in front of a multistory building A street sign in front of a building A street sign on a white lamp post says Ellis a bike parked in front of a wooden structure I Description 2 A graffiti covered truck parked in front of a building One windowed building acts as a mirror to show another building A man standing in front of a stone wall (a) Generation (b) Evaluation FM

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