image aesthetics

Airbnb Technology Team

Dec 8, 2023 · Artificial Intelligence

Leveraging Image Aesthetics and Photo Sorting Algorithms to Enhance Airbnb Listings

Airbnb’s new computer‑vision pipeline trains a deep‑learning aesthetic model with an EMD loss to rank photos, automatically sorts new‑listing images by design and room type, and scales real‑time similarity search via HNSW‑based ANN on AWS OpenSearch, boosting click‑through, bookings, and enabling unsupervised visual recommendations.

AirbnbDeep LearningEmbedding Search

0 likes · 9 min read

Leveraging Image Aesthetics and Photo Sorting Algorithms to Enhance Airbnb Listings

DeWu Technology

Apr 30, 2021 · Artificial Intelligence

Deep Learning Based Image Aesthetic Quality Assessment

The paper presents a deep‑learning approach that uses an ImageNet‑pretrained CNN to predict full human rating distributions for images via an Earth Mover’s Distance loss, trained on the AVA dataset, and demonstrates accurate assessment of aesthetic factors such as tone, contrast, and composition.

AVA datasetCNNDeep Learning

0 likes · 8 min read

Deep Learning Based Image Aesthetic Quality Assessment

Ctrip Technology

Oct 10, 2018 · Artificial Intelligence

Intelligent Image Aesthetic Scoring for OTA Ticket Listings Using Deep Learning

This article describes how deep learning techniques, including convolutional neural networks and CAM visualizations, are applied to automatically evaluate and select high‑quality images for online travel agency ticket listings, improving user experience while reducing manual effort.

CNNDeep LearningOTA

0 likes · 11 min read

Intelligent Image Aesthetic Scoring for OTA Ticket Listings Using Deep Learning