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Xiaomi MiLM Plus releases PROVE for video object removal evaluation

Xiaomi's MiLM Plus has introduced PROVE, a new framework for evaluating object removal models in videos. PROVE includes two perception-aligned metrics, RC-S for spatial coherence and RC-T for temporal consistency, along with a real-world video benchmark. These metrics address limitations in existing evaluation methods by focusing on local feature distributions rather than requiring a single ground truth, making them suitable for ill-posed tasks like object removal. AI

IMPACT Provides new evaluation tools for generative models, potentially improving model development and comparison.

RANK_REASON The item describes a new set of metrics and a benchmark for evaluating object removal models, presented at a conference. [lever_c_demoted from research: ic=1 ai=1.0]

Read on Mastodon — sigmoid.social →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

Xiaomi MiLM Plus releases PROVE for video object removal evaluation

COVERAGE [2]

  1. MarkTechPost TIER_1 English(EN) · Michal Sutter ·

    Xiaomi’s MiLM Plus Releases PROVE: Perception-Aligned Object Removal Metrics RC-S and RC-T With a Real-World Video Benchmark

    <p>Object removal models have improved faster than the metrics used to judge them. Diffusion erasers now reconstruct shadows, reflections and occluded structure convincingly, yet PSNR, SSIM, LPIPS, ReMOVE and CFD frequently rank their outputs the wrong way. The root cause is stru…

  2. Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] ·

    Xiaomi's MiLM Plus has released PROVE, a new perception-aligned benchmark for video object removal. The metrics RC-S and RC-T evaluate spatial coherence and tem

    Xiaomi's MiLM Plus has released PROVE, a new perception-aligned benchmark for video object removal. The metrics RC-S and RC-T evaluate spatial coherence and temporal consistency without requiring reference videos. Accepted at ACM MM 2026. https:// marktechpost.com/2026/08/11/xi a…