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DenseCap: Fully Convolutional Localization Networks for Dense Captioning
Justin Johnson, Andrej Karpathy, Li Fei-Fei
We introduce the dense captioning task, which requires a computer vision system to both localize and describe salient regions in images in natural language. The dense captioning ta…
Love Thy Neighbors: Image Annotation by Exploiting Image Metadata
Justin Johnson, Lamberto Ballan, Fei-Fei Li
Some images that are difficult to recognize on their own may become more clear in the context of a neighborhood of related images with similar social-network metadata. We build on…
Visualizing and Understanding Recurrent Networks
Andrej Karpathy, Justin Johnson, Li Fei-Fei
Recurrent Neural Networks (RNNs), and specifically a variant with Long Short-Term Memory (LSTM), are enjoying renewed interest as a result of successful applications in a wide rang…