Tagged articles

feature alignment

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DaTaobao Tech
DaTaobao Tech
Jul 10, 2026 · Artificial Intelligence

Rethinking Diffusion‑Based Video Super‑Resolution with Dense Feature‑Guided Alignment (DGAF‑VSR)

The paper introduces DGAF‑VSR, a diffusion‑model video super‑resolution framework that leverages feature‑domain alignment and dense temporal guidance via an Optical‑Guided Warping Module and a Feature‑wise Temporal Condition Module, achieving state‑of‑the‑art perceptual, fidelity, and temporal scores on REDS4, Vid4 and VideoLQ datasets.

CVPR 2026DGAF-VSRdiffusion models
0 likes · 12 min read
Rethinking Diffusion‑Based Video Super‑Resolution with Dense Feature‑Guided Alignment (DGAF‑VSR)
Machine Heart
Machine Heart
Jun 16, 2026 · Artificial Intelligence

Why Is Visual Latent Reasoning Unstable? Uncovering the Feature‑Space Gap

The paper identifies a feature‑space mismatch that makes visual latent reasoning unstable, proposes the Granular Alignment Paradigm (GAP) with data, feature, and model‑capacity alignment, and demonstrates through extensive experiments that GAP improves both visual perception and multimodal reasoning performance.

Granular Alignment ParadigmPCA alignmentToken Budget
0 likes · 19 min read
Why Is Visual Latent Reasoning Unstable? Uncovering the Feature‑Space Gap