A multi-stage pipeline of restoration, dehazing, MLLM enhancement and 3D Gaussian Splatting with MCMC averaging achieves first place in the NTIRE 2026 smoke-degraded novel view synthesis track.
Sr- splat: Feed-forward super-resolution gaussian splatting from sparse multi-view images
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GenSmoke-GS: A Multi-Stage Method for Novel View Synthesis from Smoke-Degraded Images Using a Generative Model
A multi-stage pipeline of restoration, dehazing, MLLM enhancement and 3D Gaussian Splatting with MCMC averaging achieves first place in the NTIRE 2026 smoke-degraded novel view synthesis track.