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相关论文: Image Cropping with Composition and Saliency Aware…

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Aesthetic image cropping aims to enhance the aesthetic quality of an image by improving its composition through spatial cropping. Previous methods often rely on saliency prediction or retrieval augmentation, ignoring the task's core…

计算机视觉与模式识别 · 计算机科学 2026-05-14 Zhitong Dong , Chao Li , Jie Yu , Hao Chen

Automatic image cropping aims to extract the most visually salient regions while preserving essential composition elements. Traditional saliency-aware cropping methods optimize a single bounding box, making them ineffective for applications…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Andrew Hamara , Andrew C. Freeman

As one of the fundamental techniques for image editing, image cropping discards unrelevant contents and remains the pleasing portions of the image to enhance the overall composition and achieve better visual/aesthetic perception. In this…

计算机视觉与模式识别 · 计算机科学 2019-08-23 Peng Lu , Hao Zhang , Xujun Peng , Xiaofu Jin

We model the photo cropping problem as a cascade of attention box regression and aesthetic quality classification, based on deep learning. A neural network is designed that has two branches for predicting attention bounding box and…

计算机视觉与模式识别 · 计算机科学 2017-10-24 Wenguan Wang , Jianbing Shen

Image cropping is essential in image editing for obtaining a compositionally enhanced image. In display media, image cropping is a prospective technique for automatically creating media content. However, image cropping for media contents is…

计算机视觉与模式识别 · 计算机科学 2023-10-16 Takumi Nishiyasu , Wataru Shimoda , Yoichi Sato

Automatic image cropping techniques are commonly used to enhance the aesthetic quality of an image; they do it by detecting the most beautiful or the most salient parts of the image and removing the unwanted content to have a smaller image…

计算机视觉与模式识别 · 计算机科学 2021-07-16 Oriol Corcoll

Photo composition is an important factor affecting the aesthetics in photography. However, it is a highly challenging task to model the aesthetic properties of good compositions due to the lack of globally applicable rules to the wide…

计算机视觉与模式识别 · 计算机科学 2017-07-19 Yi-Ling Chen , Jan Klopp , Min Sun , Shao-Yi Chien , Kwan-Liu Ma

Automatic Image Cropping is a challenging task with many practical downstream applications. The task is often divided into sub-problems - generating cropping candidates, finding the visually important regions, and determining aesthetics to…

计算机视觉与模式识别 · 计算机科学 2023-01-02 Casper Christensen , Aneesh Vartakavi

Aesthetic-driven image cropping is crucial for applications like view recommendation and thumbnail generation, where visual appeal significantly impacts user engagement. A key factor in visual appeal is composition--the deliberate…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Yen-Hong Wong , Lai-Kuan Wong

Image cropping is crucial for enhancing the visual appeal and narrative impact of photographs, yet existing rule-based and data-driven approaches often lack diversity or require annotated training data. We introduce ProCrop, a…

计算机视觉与模式识别 · 计算机科学 2025-05-29 Ke Zhang , Tianyu Ding , Jiachen Jiang , Tianyi Chen , Ilya Zharkov , Vishal M. Patel , Luming Liang

Despite recent progress, computational visual aesthetic is still challenging. Image cropping, which refers to the removal of unwanted scene areas, is an important step to improve the aesthetic quality of an image. However, it is challenging…

计算机视觉与模式识别 · 计算机科学 2018-01-16 Guanjun Guo , Hanzi Wang , Chunhua Shen , Yan Yan , Hong-Yuan Mark Liao

Automatic photo cropping is an important tool for improving visual quality of digital photos without resorting to tedious manual selection. Traditionally, photo cropping is accomplished by determining the best proposal window through visual…

计算机视觉与模式识别 · 计算机科学 2017-01-09 Yi-Ling Chen , Tzu-Wei Huang , Kai-Han Chang , Yu-Chen Tsai , Hwann-Tzong Chen , Bing-Yu Chen

Automatic image aesthetics assessment is important for a wide variety of applications such as on-line photo suggestion, photo album management and image retrieval. Previous methods have focused on mapping the holistic image content to a…

计算机视觉与模式识别 · 计算机科学 2019-07-26 Dong Liu , Rohit Puri , Nagendra Kamath , Subhabrata Bhattachary

Image cropping aims at improving the aesthetic quality of images by adjusting their composition. Most weakly supervised cropping methods (without bounding box supervision) rely on the sliding window mechanism. The sliding window mechanism…

计算机视觉与模式识别 · 计算机科学 2018-03-13 Debang Li , Huikai Wu , Junge Zhang , Kaiqi Huang

The elementary operation of cropping underpins nearly every computer vision system, ranging from data augmentation and translation invariance to computational photography and representation learning. This paper investigates the subtle…

计算机视觉与模式识别 · 计算机科学 2021-09-07 Basile Van Hoorick , Carl Vondrick

Image cropping aims to find visually appealing crops in an image, which is an important yet challenging task. In this paper, we consider a specific and practical application: human-centric image cropping, which focuses on the depiction of a…

计算机视觉与模式识别 · 计算机科学 2022-07-22 Bo Zhang , Li Niu , Xing Zhao , Liqing Zhang

Image composition assessment is crucial in aesthetic assessment, which aims to assess the overall composition quality of a given image. However, to the best of our knowledge, there is neither dataset nor method specifically proposed for…

计算机视觉与模式识别 · 计算机科学 2021-10-19 Bo Zhang , Li Niu , Liqing Zhang

A growing number of commercially available mobile phones come with integrated high-resolution digital cameras. That enables a new class of dedicated applications to image analysis such as mobile visual search, image cropping, object…

计算机视觉与模式识别 · 计算机科学 2021-08-30 Alessandro Bruno

Automatic photo aesthetic assessment is a challenging artificial intelligence task. Existing computational approaches have focused on modeling a single aesthetic score or a class (good or bad), however these do not provide any details on…

计算机视觉与模式识别 · 计算机科学 2017-07-14 Gautam Malu , Raju S. Bapi , Bipin Indurkhya

Deep convolutional neural networks have recently achieved great success on image aesthetics assessment task. In this paper, we propose an efficient method which takes the global, local and scene-aware information of images into…

计算机视觉与模式识别 · 计算机科学 2019-02-25 Xin Fu , Jia Yan , Cien Fan
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