Optical Flow Perceiver

deepmind

optical-flow-perceiver

The optical-flow-perceiver is an AI model based on the Perceiver architecture that is designed to analyze and understand optical flow in images. Optical flow refers to the apparent motion of objects in a visual scene caused by the relative motion between the observer and the scene. The model takes in a sequence of images as input and predicts the optical flow between consecutive frames. It uses a combination of self-attention and multi-headed attention mechanisms to integrate information from different frames and learn spatio-temporal relationships. The optical-flow-perceiver has shown promising results in tasks such as video object segmentation, action recognition, and video prediction.

Use cases

The optical-flow-perceiver AI model has a wide range of use cases in computer vision and video analysis tasks. One possible use case is video object segmentation, where the model can accurately identify and segment objects in a video by analyzing the optical flow between frames. This can be applied in various applications such as video editing, surveillance, and autonomous vehicles. Another use case is action recognition, where the model can understand and classify different actions performed in a video by analyzing the motion patterns captured in the optical flow. This can be utilized in video surveillance and human-computer interaction systems. Additionally, the optical-flow-perceiver can be used in video prediction, where it can generate future frames in a video sequence by learning and extrapolating the spatio-temporal relationships captured in the optical flow. This can have applications in video compression techniques, virtual reality, and entertainment industry. Overall, this AI model offers immense potential in various domains that require robust analysis and understanding of optical flow in images and videos.

Pricing

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Creator Models

ModelCostRuns
Multimodal Perceiver$?2,068
Vision Perceiver Learned$?581
Vision Perceiver Conv$?1,014
Language Perceiver$?4,498
Vision Perceiver Fourier$?455

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Overview

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Creatordeepmind
Model NameOptical Flow Perceiver
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Model LinkView on HuggingFace
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Runs357,415
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Cost per Run$-
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