What is Contextual Advertising? Why is it Important? Amazon Ads

Index Terms Image search, textual and visual context, contextual query augmentation, contextual reranking. I. INTRODUCTION Image search engines have been playing important roles for consumers to find desired images. Our investigation shows that search queries are often issued when people are browsing Web pages and working on emails, or other.. In e-commerce websites, products may be presented either deprived of context, in a product image on white background, or with context, in an image with a contextually fitting background. Extant fluency research would suggest preferring context-less to contextual images, because detailed image contexts increase the complexity of the image, possibly decreasing viewers' fluency perceptions and.

Contextual Image Classification is one of the many uses of AI and has numerous real-life applications from identifying emergency service vehicles on congested roads to the identification of.. Context provides critical information about particular scene; such as objects in an image, their arrangement, relative physical size to other objects, and location. Contextual information provide important cues for a model to learn during training and also use during prediction.