Dynamic Storyboard Generation in an Engine-based Virtual Environment for Video Production
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Abstract (arXiv)
Amateurs working on mini-films and short-form videos usually spend lots of time and effort on the multi-round complicated process of setting and adjusting scenes, plots, and cameras to deliver satisfying video shots. We present Virtual Dynamic Storyboard (VDS) to allow users storyboarding shots in virtual environments, where the filming staff can easily test the settings of shots before the actual filming. VDS runs on a "propose-simulate-discriminate" mode: Given a formatted story script and a camera script as input, it generates several character animation and camera movement proposals following predefined story and cinematic rules to allow an off-the-shelf simulation engine to render videos. To pick up the top-quality dynamic storyboard from the candidates, we equip it with a shot ranking discriminator based on shot quality criteria learned from professional manual-created data. VDS is comprehensively validated via extensive experiments and user studies, demonstrating its efficiency, effectiveness, and great potential in assisting amateur video production.
Key facts. Cited by 21 papers in the map (data through 7 Oct 2026). Builds on 20 of its 65 references that are in the map. First posted on arXiv 30 Jan 2023.
Builds on
20 of 65 references.
References · 20
- 2019Momentum Contrast for Unsupervised Visual Representation Learningcited by 7,482
- 2022Make-A-Video: Text-to-Video Generation without Text-Video Datacited by 1,725
- 2019Habitat: A Platform for Embodied AI Researchcited by 1,163
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- 2017Temporal Segment Networks for Action Recognition in Videoscited by 279
- 2022Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionalscited by 191
- 2021VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examplescited by 154
- 2021Scene-aware Generative Network for Human Motion Synthesiscited by 70
- 2021MOTSynth: How Can Synthetic Data Help Pedestrian Detection and Tracking?cited by 68
- 2022AvatarCLIP: Zero-Shot Text-Driven Generation and Animation of 3D Avatarscited by 55
8 more
- 2020A Unified Framework for Shot Type Classification Based on Subject Centric Lenscited by 44
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Citing papers per year: 2023: 2; 2024: 6; 2025: 4; 2026: 9.
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- 2023SynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and Modelingcited by 54
- 2024WHAC: World-grounded Humans and Camerascited by 29
- 2024UniTalker: Scaling up Audio-Driven 3D Facial Animation through A Unified Modelcited by 29
- 2025Generative AI for Film Creation: A Survey of Recent Advancescited by 17
- 2023Cinematic Behavior Transfer via NeRF-based Differentiable Filmingcited by 12
- 2024DanceCamera3D: 3D Camera Movement Synthesis with Music and Dancecited by 7
- 2024CinePreGen: Camera Controllable Video Previsualization via Engine-powered Diffusioncited by 7
- 2024ScriptViz: A Visualization Tool to Aid Scriptwriting based on a Large Movie Databasecited by 6
- 2025Learning to Highlight Audio by Watching Moviescited by 5
- 2025Stable Cinemetrics : Structured Taxonomy and Evaluation for Professional Video Generationcited by 5
- 2026PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualizationcited by 4
- 2024DanceCamAnimator: Keyframe-Based Controllable 3D Dance Camera Synthesiscited by 3
9 more
- 2025AdaViewPlanner: Adapting Video Diffusion Models for Viewpoint Planning in 4D Scenescited by 3
- 2026VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generationcited by 3
- 2026StoryBlender: Inter-Shot Consistent and Editable 3D Storyboard with Spatial-temporal Dynamicscited by 3
- 2026MTAVG-Bench 2.0: Diagnosing Failure Modes of Cinematic Expressiveness in Multi-Talker Audio-Video Generationcited by 3
- 2026Mind-of-Director: Multi-modal Agent-Driven Film Previsualization via Collaborative Decision-Makingcited by 2
- 2026JarvisHub: An Open Harness for Canvas-Native Multimodal Creative Agentscited by 1
- 2026Look-Before-Move: Narrative-Grounded World Visual Attention in Dynamic 3D Story Worldscited by 0
- 2026SAGE: Self-Evolving Storyboard Skills via Attribution-Guided Rule Evolutioncited by 0
- 2026PACE: Precise AI Cinematic Expressioncited by 0
- 2026PACE: Precise AI Cinematic Expression17 Sep 2026
- 2026SAGE: Self-Evolving Storyboard Skills via Attribution-Guided Rule Evolution18 Aug 2026
- 2026JarvisHub: An Open Harness for Canvas-Native Multimodal Creative Agents26 Jul 2026
- 2026Look-Before-Move: Narrative-Grounded World Visual Attention in Dynamic 3D Story Worlds25 Jun 2026
- 2026MTAVG-Bench 2.0: Diagnosing Failure Modes of Cinematic Expressiveness in Multi-Talker Audio-Video Generation27 May 2026
- 2026VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generation2 Apr 2026
- 2026StoryBlender: Inter-Shot Consistent and Editable 3D Storyboard with Spatial-temporal Dynamics1 Apr 2026
- 2026Mind-of-Director: Multi-modal Agent-Driven Film Previsualization via Collaborative Decision-Making16 Mar 2026
- 2026PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization3 Feb 2026
- 2025AdaViewPlanner: Adapting Video Diffusion Models for Viewpoint Planning in 4D Scenes12 Oct 2025
- 2025Stable Cinemetrics : Structured Taxonomy and Evaluation for Professional Video Generation30 Sep 2025
- 2025Learning to Highlight Audio by Watching Movies17 May 2025
9 more
- 2025Generative AI for Film Creation: A Survey of Recent Advances11 Apr 2025
- 2024ScriptViz: A Visualization Tool to Aid Scriptwriting based on a Large Movie Database4 Oct 2024
- 2024DanceCamAnimator: Keyframe-Based Controllable 3D Dance Camera Synthesis23 Sep 2024
- 2024CinePreGen: Camera Controllable Video Previsualization via Engine-powered Diffusion30 Aug 2024
- 2024UniTalker: Scaling up Audio-Driven 3D Facial Animation through A Unified Model1 Aug 2024
- 2024DanceCamera3D: 3D Camera Movement Synthesis with Music and Dance20 Mar 2024
- 2024WHAC: World-grounded Humans and Cameras19 Mar 2024
- 2023Cinematic Behavior Transfer via NeRF-based Differentiable Filming29 Nov 2023
- 2023SynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and Modeling30 Mar 2023
- 2025Generative AI for Film Creation: A Survey of Recent Advancescited by 17
- 2026PACE: Precise AI Cinematic Expressioncited by 0
- 2026PACE: Precise AI Cinematic Expression17 Sep 2026
- 2025Generative AI for Film Creation: A Survey of Recent Advances11 Apr 2025
- 2023SynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and Modelingcited by 54
- 2024WHAC: World-grounded Humans and Camerascited by 29
- 2024UniTalker: Scaling up Audio-Driven 3D Facial Animation through A Unified Modelcited by 29
- 2023Cinematic Behavior Transfer via NeRF-based Differentiable Filmingcited by 12
- 2024DanceCamera3D: 3D Camera Movement Synthesis with Music and Dancecited by 7
- 2024CinePreGen: Camera Controllable Video Previsualization via Engine-powered Diffusioncited by 7
- 2024ScriptViz: A Visualization Tool to Aid Scriptwriting based on a Large Movie Databasecited by 6
- 2025Learning to Highlight Audio by Watching Moviescited by 5
- 2025Stable Cinemetrics : Structured Taxonomy and Evaluation for Professional Video Generationcited by 5
- 2026PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualizationcited by 4
- 2024DanceCamAnimator: Keyframe-Based Controllable 3D Dance Camera Synthesiscited by 3
- 2026VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generationcited by 3
12 most cited of 16 All 16 (JSON)
- 2026JarvisHub: An Open Harness for Canvas-Native Multimodal Creative Agents26 Jul 2026
- 2026MTAVG-Bench 2.0: Diagnosing Failure Modes of Cinematic Expressiveness in Multi-Talker Audio-Video Generation27 May 2026
- 2026VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generation2 Apr 2026
- 2026StoryBlender: Inter-Shot Consistent and Editable 3D Storyboard with Spatial-temporal Dynamics1 Apr 2026
- 2026Mind-of-Director: Multi-modal Agent-Driven Film Previsualization via Collaborative Decision-Making16 Mar 2026
- 2026PrevizWhiz: Combining Rough 3D Scenes and 2D Video to Guide Generative Video Previsualization3 Feb 2026
- 2025Stable Cinemetrics : Structured Taxonomy and Evaluation for Professional Video Generation30 Sep 2025
- 2025Learning to Highlight Audio by Watching Movies17 May 2025
- 2024ScriptViz: A Visualization Tool to Aid Scriptwriting based on a Large Movie Database4 Oct 2024
- 2024DanceCamAnimator: Keyframe-Based Controllable 3D Dance Camera Synthesis23 Sep 2024
- 2024CinePreGen: Camera Controllable Video Previsualization via Engine-powered Diffusion30 Aug 2024
- 2024UniTalker: Scaling up Audio-Driven 3D Facial Animation through A Unified Model1 Aug 2024
12 newest of 16 All 16 (JSON)