Plug-and-Play — 5 Technical Articles

Apr 1, 2026 · Artificial Intelligence

Why Fixed CFG Fails and How Time‑Adaptive C²FG Boosts Diffusion Image Generation

This article introduces C²FG, a training‑free, plug‑and‑play time‑adaptive exponential control function that replaces the fixed classifier‑free guidance scale, theoretically justifies its superiority with score discrepancy bounds, and demonstrates significant FID and IS improvements across multiple diffusion architectures on ImageNet.

CVPR 2026Classifier-Free GuidanceDiffusion Models

0 likes · 7 min read

Why Fixed CFG Fails and How Time‑Adaptive C²FG Boosts Diffusion Image Generation

Data Party THU

Nov 5, 2025 · Artificial Intelligence

How VLM‑FO1 Turns Vision‑Language Models into Precise Perception Machines

VLM‑FO1 introduces a generate‑plus‑reference paradigm that replaces coordinate generation with region token referencing, adding plug‑in modules such as a proposal generator, a hybrid fine‑grained encoder, and a region‑language connector to give any pretrained visual language model accurate, fine‑grained perception while preserving its original capabilities.

AI researchPlug-and-PlayVLM

0 likes · 15 min read

How VLM‑FO1 Turns Vision‑Language Models into Precise Perception Machines

AIWalker

Apr 16, 2025 · Artificial Intelligence

Plug‑and‑Play Multi‑Scale Attention: A Seamless Boost for Model Performance

This article reviews recent multi‑scale attention breakthroughs—including EMA, MSDA, VWA, and related modules—showing how they improve accuracy, cut FLOPs by up to 70%, and can be inserted into existing models with minimal effort, backed by code and paper links.

Model EfficiencyPlug-and-Playcomputer vision

0 likes · 10 min read

Plug‑and‑Play Multi‑Scale Attention: A Seamless Boost for Model Performance

AIWalker

Mar 16, 2025 · Artificial Intelligence

VideoPainter: Plug‑and‑Play Video Inpainting and Editing Sets 8 SOTA Benchmarks

VideoPainter introduces a plug‑and‑play dual‑branch framework for video inpainting and editing, featuring a lightweight context encoder, ID‑consistent resampling, and the large VPData/VPBench datasets, and achieves state‑of‑the‑art results across eight quantitative and qualitative metrics.

Diffusion ModelsDual-Branch ArchitectureID resampling

0 likes · 15 min read

VideoPainter: Plug‑and‑Play Video Inpainting and Editing Sets 8 SOTA Benchmarks

AIWalker

Mar 13, 2025 · Artificial Intelligence

VideoPainter: Plug‑and‑Play Video Inpainting and Editing Achieves 8 SOTA Benchmarks

VideoPainter introduces a plug‑and‑play dual‑branch framework with a lightweight context encoder and ID‑resampling adapter, built on the massive VPData/VPBench dataset, and demonstrates state‑of‑the‑art performance across eight video restoration and editing metrics, while supporting flexible model integration and long‑video consistency.

Dual-Branch ArchitectureID ConsistencyPlug-and-Play

0 likes · 18 min read

VideoPainter: Plug‑and‑Play Video Inpainting and Editing Achieves 8 SOTA Benchmarks