fine-grained classification

DaTaobao Tech

Oct 17, 2022 · Artificial Intelligence

AI Live Stream: Causal Representation Learning and Real-time Color Enhancement

In this AI Live Stream, two Taobao Technology engineers present how causal representation learning enables unbiased data augmentation and factor‑controllable generation to boost fine‑grained image classification, while also unveiling a real‑time color‑enhancement technique that merges cascaded lookup tables with dynamic neural networks, illustrating modern AI trends and practical deployment strategies.

AI algorithmsModel GeneralizationReal-time Processing

0 likes · 4 min read

AI Live Stream: Causal Representation Learning and Real-time Color Enhancement

HomeTech

Sep 20, 2022 · Artificial Intelligence

Deep Learning for Image Classification: Classic Networks, Attention Mechanisms, and Their Application to Fine‑Grained Classification and Automotive Series Recognition

This article reviews the evolution of deep‑learning image‑classification networks, surveys attention mechanisms for fine‑grained tasks, describes the CVPR 2022 FGVC9 competition solution using RegNetY and random attention cropping, and discusses its deployment in automotive series recognition along with future challenges.

CVPRattention mechanismsautomotive recognition

0 likes · 19 min read

Deep Learning for Image Classification: Classic Networks, Attention Mechanisms, and Their Application to Fine‑Grained Classification and Automotive Series Recognition