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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…

Computer Vision and Pattern Recognition · Computer Science 2026-05-14 Zhitong Dong , Chao Li , Jie Yu , Hao Chen

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…

Computer Vision and Pattern Recognition · Computer Science 2025-10-28 Yen-Hong Wong , Lai-Kuan Wong

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…

Computer Vision and Pattern Recognition · Computer Science 2017-07-19 Yi-Ling Chen , Jan Klopp , Min Sun , Shao-Yi Chien , Kwan-Liu Ma

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…

Computer Vision and Pattern Recognition · Computer Science 2017-01-09 Yi-Ling Chen , Tzu-Wei Huang , Kai-Han Chang , Yu-Chen Tsai , Hwann-Tzong Chen , Bing-Yu Chen

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…

Computer Vision and Pattern Recognition · Computer Science 2019-08-23 Peng Lu , Hao Zhang , Xujun Peng , Xiaofu Jin

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…

Computer Vision and Pattern Recognition · Computer Science 2018-01-16 Guanjun Guo , Hanzi Wang , Chunhua Shen , Yan Yan , Hong-Yuan Mark Liao

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…

Computer Vision and Pattern Recognition · Computer Science 2023-01-02 Casper Christensen , Aneesh Vartakavi

Aesthetic image cropping is a practical but challenging task which aims at finding the best crops with the highest aesthetic quality in an image. Recently, many deep learning methods have been proposed to address this problem, but they did…

Computer Vision and Pattern Recognition · Computer Science 2019-11-26 Yi Tu , Li Niu , Weijie Zhao , Dawei Cheng , Liqing Zhang

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…

Computer Vision and Pattern Recognition · Computer Science 2023-10-16 Takumi Nishiyasu , Wataru Shimoda , Yoichi Sato

Image cropping aims to improve the composition as well as aesthetic quality of an image by removing extraneous content from it. Existing image cropping databases provide only one or several human-annotated bounding boxes as the groundtruth,…

Computer Vision and Pattern Recognition · Computer Science 2019-04-10 Hui Zeng , Lida Li , Zisheng Cao , Lei Zhang

How to frame (or crop) a photo often depends on the image subject and its context; e.g., a human portrait. Recent works have defined the subject-aware image cropping task as a nuanced and practical version of image cropping. We propose a…

Computer Vision and Pattern Recognition · Computer Science 2024-04-05 James Hong , Lu Yuan , Michaël Gharbi , Matthew Fisher , Kayvon Fatahalian

Traditional photography composition approaches are dominated by 2D cropping-based methods. However, these methods fall short when scenes contain poorly arranged subjects. Professional photographers often employ perspective adjustment as a…

Computer Vision and Pattern Recognition · Computer Science 2026-01-27 Lujian Yao , Siming Zheng , Xinbin Yuan , Zhuoxuan Cai , Pu Wu , Jinwei Chen , Bo Li , Peng-Tao Jiang

Portrait composition plays a central role in portrait aesthetics and visual communication, yet existing datasets and benchmarks mainly focus on coarse aesthetic scoring, generic image aesthetics, or unconstrained portrait generation. This…

Computer Vision and Pattern Recognition · Computer Science 2026-04-17 Yuyang Sha , Zijie Lou , Youyun Tang , Xiaochao Qu , Zheng Qu , Ben Xia , Haoxiang Li , Ting Liu , Luoqi Liu

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…

Computer Vision and Pattern Recognition · Computer Science 2021-07-16 Oriol Corcoll

Image composition plays an important role in the quality of a photo. However, not every camera user possesses the knowledge and expertise required for capturing well-composed photos. While post-capture cropping can improve the composition…

Computer Vision and Pattern Recognition · Computer Science 2021-04-16 Yu-Chuan Su , Raviteja Vemulapalli , Ben Weiss , Chun-Te Chu , Philip Andrew Mansfield , Lior Shapira , Colvin Pitts

Image cropping has progressed tremendously under the data-driven paradigm. However, current approaches do not account for the intentions of the user, which is an issue especially when the composition of the input image is complex. Moreover,…

Computer Vision and Pattern Recognition · Computer Science 2022-11-22 Zhihang Zhong , Mingxi Cheng , Zhirong Wu , Yuhui Yuan , Yinqiang Zheng , Ji Li , Han Hu , Stephen Lin , Yoichi Sato , Imari Sato

Automatic image cropping is a method for maximizing the human-perceived quality of cropped regions in photographs. Although several works have proposed techniques for producing singular crops, little work has addressed the problem of…

Computer Vision and Pattern Recognition · Computer Science 2025-11-07 Rafe Loya , Andrew Hamara , Benjamin Estell , Benjamin Kilpatrick , Andrew C. Freeman

Generative AI technologies produce increasingly realistic imagery, which, despite its potential for creative applications, can also be misused to produce misleading and harmful content. This renders Synthetic Image Detection (SID) methods…

Computer Vision and Pattern Recognition · Computer Science 2025-01-17 Despina Konstantinidou , Christos Koutlis , Symeon Papadopoulos

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…

Computer Vision and Pattern Recognition · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 2021-09-07 Basile Van Hoorick , Carl Vondrick
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