FocusFlow: Boosting Key-Points Optical Flow Estimation for Autonomous Driving vs GFPGAN Face Restoration: Replicate API, Local Setup, and Limits

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FocusFlow: Boosting Key-Points Optical Flow Estimation for Autonomous Driving
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FocusFlow: Boosting Key-Points Optical Flow Estimation for Autonomous Driving

Based on the modeling method, we present FocusFlow, a framework consisting of 1) a mix loss function combined with a classic photometric loss function and our proposed Conditional Point Control Loss (CPCL) function for diverse point-wise supervision; 2) a conditioned controlling model which substitutes the conventional feature encoder by our proposed Condition Control Encoder (CCE).

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GFPGAN Face Restoration: Replicate API, Local Setup, and Limits
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GFPGAN Face Restoration: Replicate API, Local Setup, and Limits

A practical guide to GFPGAN for restoring low-quality faces, including Replicate access, local installation, model choices, and identity limitations.

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