Video Generation with AI: Working with Diffusion Transformers and Multimodal Learning
暫譯: 使用 AI 生成影片:運用擴散轉換器與多模態學習

Enochs, Joseph

  • 出版商: O'Reilly
  • 出版日期: 2026-08-25
  • 售價: $2,780
  • 貴賓價: 9.5$2,641
  • 語言: 英文
  • 頁數: 294
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9798341653344
  • ISBN-13: 9798341653344
  • 相關分類: GAN 生成對抗網絡
  • 海外代購書籍(需單獨結帳)

商品描述

Video generation is rapidly becoming a key area in generative AI--combining spatial, temporal, and multimodal reasoning to produce moving images that are both coherent and creative. For many practitioners, however, understanding how these models function and implementing them remains a significant challenge. Video Generation with AI offers a straightforward guide for exploring this new terrain.

Author Joseph Enochs leverages his experience leading enterprise AI projects to clarify how diffusion transformers, multimodal large language models, and spatiotemporal architectures combine to create high-quality video. Blending technical detail with practical examples, he demonstrates how to transition from isolated experiments to production-ready systems that transform creative fields, media, and human-machine collaboration.

  • Understand the fundamental architectures of modern video generative models
  • Train and fine-tune models using diffusion transformers and multimodal encoders
  • Maintain temporal coherence and consistency across complex scenes and sequences
  • Apply generative video tools to creative, industrial, and scientific workflows
  • Evaluate, troubleshoot, and improve generated video quality at scale

商品描述(中文翻譯)

視頻生成正迅速成為生成式人工智慧中的一個關鍵領域——結合空間、時間和多模態推理,產生既連貫又具創意的動態影像。然而,對於許多從業者來說,理解這些模型的運作方式並實施它們仍然是一個重大挑戰。《AI視頻生成》提供了一個探索這一新領域的簡明指南。

作者約瑟夫·伊諾克斯(Joseph Enochs)利用他在企業人工智慧專案中的經驗,闡明擴散變壓器(diffusion transformers)、多模態大型語言模型(multimodal large language models)和時空架構(spatiotemporal architectures)如何結合以創造高品質視頻。通過將技術細節與實際範例相結合,他展示了如何從孤立的實驗過渡到可投入生產的系統,這些系統能夠改變創意領域、媒體和人機協作。

- 理解現代視頻生成模型的基本架構
- 使用擴散變壓器和多模態編碼器訓練和微調模型
- 在複雜場景和序列中保持時間一致性和連貫性
- 將生成視頻工具應用於創意、工業和科學工作流程
- 評估、排除故障並提升生成視頻的質量以達到規模化