Sharing an INR's weights across frames and modulating only per-frame biases via a time-conditioned hypernetwork gives a compact continuous video representation that outperforms prior video INRs on interpolation, super-resolution, denoising, and inpainting.
Nerv: Neural representations for videos
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Bias for Action: Video Implicit Neural Representations with Bias Modulation
Sharing an INR's weights across frames and modulating only per-frame biases via a time-conditioned hypernetwork gives a compact continuous video representation that outperforms prior video INRs on interpolation, super-resolution, denoising, and inpainting.