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Image Cropping

9 papers with code · Computer Vision

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Reliable and Efficient Image Cropping: A Grid Anchor based Approach

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

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

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

26 Jan 2019tau-yihouxiang/WS_DAN

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 IMAGE CROPPING

Learning to Compose with Professional Photographs on the Web

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

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

IMAGE CROPPING

Feature Forwarding for Efficient Single Image Dehazing

19 Apr 2019pmm09c/ntire-dehazing

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

DECISION MAKING IMAGE CROPPING IMAGE DEHAZING SINGLE IMAGE DEHAZING SUPER-RESOLUTION

Aesthetic-Driven Image Enhancement by Adversarial Learning

17 Jul 2017dannysdeng/EnhanceGAN

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

 SOTA for Image Cropping on AVA (using extra training data)

IMAGE CROPPING IMAGE ENHANCEMENT

Mask Editor : an Image Annotation Tool for Image Segmentation Tasks

17 Sep 2018Chuanhai/Mask-Editor

Mask Editor allows drawing any bounding curve to mark objects and improves efficiency to mark objects with irregular shapes.

IMAGE CROPPING SEMANTIC SEGMENTATION

Listwise View Ranking for Image Cropping

14 May 2019luwr1022/listwise-view-ranking

However, the performance of ranking-based methods is often poor and this is mainly due to two reasons: 1) image cropping is a listwise ranking task rather than pairwise comparison; 2) the rescaling caused by pooling layer and the deformation in view generation damage the performance of composition learning.

IMAGE CROPPING

Data Augmentation using Random Image Cropping and Patching for Deep CNNs

22 Nov 2018jackryo/ricap

We also confirmed that deep CNNs with RICAP achieve better results on classification tasks using CIFAR-100 and ImageNet and an image-caption retrieval task using Microsoft COCO.

IMAGE AUGMENTATION IMAGE CROPPING