Image Cropping

20 papers with code • 1 benchmarks • 5 datasets

Image Cropping is a common photo manipulation process, which improves the overall composition by removing unwanted regions. Image Cropping is widely used in photographic, film processing, graphic design, and printing businesses.

Source: Listwise View Ranking for Image Cropping

Greatest papers with code

Kornia: an Open Source Differentiable Computer Vision Library for PyTorch

kornia/kornia 5 Oct 2019

This work presents Kornia -- an open source computer vision library which consists of a set of differentiable routines and modules to solve generic computer vision problems.

Edge Detection Image Augmentation +7

See Better Before Looking Closer: Weakly Supervised Data Augmentation Network for Fine-Grained Visual Classification

wvinzh/WS_DAN_PyTorch 26 Jan 2019

Specifically, for each training image, we first generate attention maps to represent the object's discriminative parts by weakly supervised learning.

Data Augmentation Fine-Grained Image Classification +2

Reliable and Efficient Image Cropping: A Grid Anchor based Approach

HuiZeng/Grid-Anchor-based-Image-Cropping CVPR 2019

Consequently, a grid anchor based cropping benchmark is constructed, where all crops of each image are annotated and more reliable evaluation metrics are defined.

Image Cropping

Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency

twitter-research/image-crop-analysis 18 May 2021

However, we demonstrate that formalized fairness metrics and quantitative analysis on their own are insufficient for capturing the risk of representational harm in automatic cropping.

Fairness Image Cropping

Grid Anchor based Image Cropping: A New Benchmark and An Efficient Model

HuiZeng/Grid-Anchor-based-Image-Cropping-Pytorch 18 Sep 2019

The employed evaluation metrics such as intersection-over-union cannot reliably reflect the real performance of a cropping model, either.

Image Cropping

Learning to Compose with Professional Photographs on the Web

yiling-chen/view-finding-network 1 Feb 2017

Photo composition is an important factor affecting the aesthetics in photography.

Image Cropping

Quantitative Analysis of Automatic Image Cropping Algorithms: A Dataset and Comparative Study

yiling-chen/flickr-cropping-dataset 5 Jan 2017

Automatic photo cropping is an important tool for improving visual quality of digital photos without resorting to tedious manual selection.

Image Cropping Learning-To-Rank +1

Feature Forwarding for Efficient Single Image Dehazing

pmm09c/ntire-dehazing 19 Apr 2019

Haze degrades content and obscures information of images, which can negatively impact vision-based decision-making in real-time systems.

Decision Making Image Cropping +3

Density Map Guided Object Detection in Aerial Images

Cli98/DMNet 12 Apr 2020

Specifically, we propose a Density-Map guided object detection Network (DMNet), which is inspired from the observation that the object density map of an image presents how objects distribute in terms of the pixel intensity of the map.

Image Cropping Object Detection In Aerial Images +1

Aesthetic-Driven Image Enhancement by Adversarial Learning

dannysdeng/EnhanceGAN 17 Jul 2017

We introduce EnhanceGAN, an adversarial learning based model that performs automatic image enhancement.

 Ranked #1 on Image Cropping on AVA (using extra training data)

Image Cropping Image Enhancement