Výsledky vyhľadávania - "Image coding for machines"

GelSight dual-modal tactile data compression for machines Autor Zeng, Yaofeng, Lan, Chengdong, Xu, Yifeng

“…Existing image coding for machines methods usually optimize jointly with downstream tasks and transmit task-relevant information in a lossy manner, but they…”
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Image Coding For Machines: an End-To-End Learned Approach Autor Le, Nam, Zhang, Honglei, Cricri, Francesco, Ghaznavi-Youvalari, Ramin, Rahtu, Esa

“…Over recent years, deep learning-based computer vision systems have been applied to images at an ever-increasing pace, oftentimes representing the only type of…”
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Remote Sensing Image Coding for Machines on Semantic Segmentation via Contrastive Learning Autor Zhang, Junxi, Chen, Zhenzhong, Liu, Shan

“…Due to the huge data volume of high-resolution remote sensing imagery (RSI) and limited transmission bandwidth, RSIs are typically compressed for efficient…”
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Saliency Map-Guided End-to-End Image Coding for Machines Autor Peng, Bo, Lin, Tianxiang, Jin, Dengchao, Pan, Zhaoqing, Lei, Jianjun

“…Existing end-to-end image coding for machines (ICM) methods generally use joint training strategies to promote the compression efficiency for machine vision…”
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Delta-ICM: Entropy Modeling with Delta Function for Learned Image Compression Autor Shindo, Takahiro, Watanabe, Taiju, Tatsumi, Yui, Watanabe, Hiroshi

“…Image Coding for Machines (ICM) is becoming more important as research in computer vision progresses. ICM is a vital research field that pursues the use of…”
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Learning-based Image Coding for Machine Intelligence with Variable-Rate Autor Liu, Ao, Yu, Hualong, Liu, Jiawang, He, Qiqi, Yu, Lu

“…Image Coding for Machines (ICM) has yielded significant developments recently. Variable-rate support is necessary for image coding, while performance gap still…”
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Image Coding for Object Recognition Tasks Based on Contour Feature Learning With Flexible Object Selection Autor Shindo, Takahiro, Watanabe, Taiju, Tatsumi, Yui, Watanabe, Hiroshi

“…The consumption of image data by machines is rapidly increasing due to the growing adoption of image recognition technologies. This trend has accelerated…”
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Blur CLIP Context Model-Based Image Coding for Machines Framework With Down and Up Sample Pairs for Multitasks Autor Zhang, Zhongpeng, Liu, Ying

“…Image Coding for Machines (ICM) aims to develop systems and frameworks for image compression and transmission tailored for computer vision tasks such as object…”
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Side information-driven image coding for hybrid machine–human vision Autor Zhang, Zhongpeng, Liu, Ying, Peng, Wen-Hsiao

“…With the development of machine learning, advanced photography and image transmission systems, images are being processed more and more by machines, so image…”
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Bridging the Gap Between Image Coding for Machines and Humans Autor Le, Nam, Zhang, Honglei, Cricri, Francesco, Youvalari, Ramin G., Rezazadegan Tavakoli, Hamed, Aksu, Emre, Hannuksela, Miska M., Rahtu, Esa

“…Image coding for machines (ICM) aims at reducing the bitrate required to represent an image while minimizing the drop in machine vision analysis accuracy. In…”
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Frequency-Aware Hierarchical Image Compression for Humans and Machines Autor Luo, Yue, Zhang, Zixiang, Kuang, Jinhao, Yu, Li

“…To achieve efficient compression for both human vision and machine perception, scalable coding methods have been proposed in recent years. However, existing…”
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Redundancy Removal Module for Reducing the Bitrates of Image Coding for Machines Autor Zhang, Zhongpeng, Liu, Ying

“…With the popularity of the Internet of Things (IoT) and surveillance, the amount of image and video information collected by internet has exploded. On the one…”
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Image-specific Bit Allocation Optimization for Multiscale Feature Coding for Machines Autor Liu, Junle, Zhang, Yun, Huang, Qinhao, Xu, Long

“…As machines increasingly consume visual content instead of humans, developing compression methods tailored for machine vision models is critical. In this work,…”
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Refining Coded Image in Human Vision Layer Using CNN-Based Post-Processing Autor Shindo, Takahiro, Tatsumi, Yui, Watanabe, Taiju, Watanabe, Hiroshi

“…Scalable image coding for both humans and machines is a technique that has gained a lot of attention recently. This technology enables the hierarchical…”
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Image Coding for Machines with Object Region Learning Autor Shindo, Takahiro, Watanabe, Taiju, Yamada, Kein, Watanabe, Hiroshi

“…Compression technology is essential for efficient image transmission and storage. With the rapid advances in deep learning, images are beginning to be used for…”
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Scalable Image Coding for Humans and Machines Using Feature Fusion Network Autor Shindo, Takahiro, Watanabe, Taiju, Tatsumi, Yui, Watanabe, Hiroshi

“…As image recognition models become more prevalent, scalable coding methods for machines and humans gain more importance. Applications of image recognition…”
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Learning on JPEG-LDPC Compressed Images: Classifying with Syndromes Autor Aliouat, Ahcen, Dupraz, Elsa

“…In goal-oriented communications, the objective of the receiver is often to apply a Deep-Learning model, rather than reconstructing the original data. In this…”
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An Effective Entropy Model for Semantic Feature Compression Autor Shen, Tianma, Liu, Ying

“…Semantic feature compression aims to compress image features for downstream machine vision tasks without reconstructing image pixels. Such a task is very…”
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Side Information Driven Image Coding for Machines Autor Zhang, Zhongpeng, Liu, Ying

“…With the continuous improvement of computer vision technology, more and more image information is consumed by machines rather than humans. Image coding for…”
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Enhancing Image Coding for Machines with Compressed Feature Residuals Autor Seppala, Joni, Zhang, Honglei, Le, Nam, Youvalari, Ramin G., Cricri, Francesco, Tavakoli, Hamed Rezazadegan, Aksu, Emre, Hannuksela, Miska M., Rahtu, Esa

“…As computer vision technologies have tremendously improved over the last decade, videos and images are often consumed by machines instead of humans which are…”
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