Data representation
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How AWS uses graph neural networks to meet customer needs
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Graphs are an information-rich way to represent data. A graph consists of nodes — typically represented by circles — and edges — typically represented as ...

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Better joint representations of image and text
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This year, the Amazon Search team had two papers accepted at the Conference on Computer Vision and Pattern Recognition (CVPR), both focusing on image-text ...

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The breadth of Amazon’s computer vision research is on display at ECCV
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Amazon's contributions to this year's European Conference on Computer Vision (ECCV) reflect the diversity of the company's research interests. Below is a ...

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Long-form-video understanding and synthesis
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At this year’s Conference on Computer Vision and Pattern Recognition (CVPR), Prime Video presented four papers that indicate the broad range of cutting-edge ...

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A quick guide to Amazon’s papers at ICCV 2023
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Amazon’s papers at this year’s International Conference on Computer Vision, organized by topic.3-DHAL3D: Hierarchical active learning for fine-grained 3D ...

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New contrastive-learning methods for better data representation
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Many recent advances in artificial intelligence are the result of representation learning: a machine learning model learns to represent data items as ...

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Better foundation models for video representation
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Recent foundation models — such as large language models — have achieved state-of-the-art performance by learning to reconstruct randomly masked-out text or ...

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More reliable nearest-neighbor search with deep metric learning
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Many machine learning (ML) applications involve embedding data in a representation space, where the geometric relationships between embeddings carry ...

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Vision-language models that can handle multi-image inputs
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Vision-language models, which map images and text to a common representational space, have demonstrated remarkable performance on a wide range of multimodal ...

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