视觉生成高频面试题集（2024-2025 最新版）
High-Frequency Interview Questions on Visual Generation (2024-2025 Latest Edition)
🚀 掌握前沿视觉生成技术，轻松通过高难度面试！
本书汇总了 2024-2025 年最前沿、最高频的视觉生成面试问题，涵盖 扩散模型（Diffusion Models）、自回归生成（Autoregressive Generation）、视频生成、3D 生成、Flow Matching、可控生成（ControlNet）以及推理优化等核心技术。
📌 核心内容包括：
✅ 扩散模型（Diffusion Models）——DDPM, DDIM, DPM-Solver, Score-Based Models, Latent Diffusion Models (LDMs)
✅ 自回归生成（AR）——AR 模型在 2024-2025 年崛起的原因，与扩散模型的优劣对比
✅ 视频生成——Sora 及其他扩散/自回归视频生成技术，如何提升长时一致性
✅ 3D 生成——Text-to-3D, Text-to-4D, 3D Gaussian Splatting, NeRF, Flow Matching 在 3D 生成中的应用
✅ Flow-Based 生成——Flow Matching, Normalizing Flows 如何优化视觉生成
✅ 可控生成（ControlNet）——如何提升扩散模型的控制能力，与 Classifier-Free Guidance 的对比
✅ 推理优化——如何加速视觉生成，如 LCM（Latent Consistency Model）、Fast Sampling 方法
本书适用于 计算机视觉研究人员、机器学习工程师、数据科学家及希望深入了解视觉生成技术的求职者，帮助你轻松通过 AI 视觉生成相关的技术面试！📖
🚀 Master Cutting-Edge Visual Generation Techniques and Ace Your Interviews!
This book compiles the most cutting-edge and high-frequency visual generation interview questions from 2024-2025, covering Diffusion Models, Autoregressive Generation, Video Generation, 3D Generation, Flow Matching, Controllable Generation (ControlNet), and Inference Optimization.
📌 Key Topics Covered:
✅ Diffusion Models – DDPM, DDIM, DPM-Solver, Score-Based Models, Latent Diffusion Models (LDMs)
✅ Autoregressive (AR) Generation – Why AR models are booming in 2024-2025, comparison with Diffusion Models
✅ Video Generation – Sora and other Diffusion/AR-based video generation techniques, improving temporal consistency
✅ 3D Generation – Text-to-3D, Text-to-4D, 3D Gaussian Splatting, NeRF, Flow Matching in 3D Generation
✅ Flow-Based Generation – Flow Matching, Normalizing Flows and their role in visual generation
✅ Controllable Generation (ControlNet) – Improving controllability in Diffusion Models, comparison with Classifier-Free Guidance
✅ Inference Optimization – Accelerating visual generation using LCM (Latent Consistency Model) and fast sampling methods
Designed for computer vision researchers, ML engineers, data scientists, and job seekers preparing for AI visual generation interviews, this book equips you with the latest knowledge to ace technical interviews! 📖