E.T. the Exceptional Trajectories: Text-to-camera-trajectory generation with character awareness
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Abstract (arXiv)
Stories and emotions in movies emerge through the effect of well-thought-out directing decisions, in particular camera placement and movement over time. Crafting compelling camera trajectories remains a complex iterative process, even for skilful artists. To tackle this, in this paper, we propose a dataset called the Exceptional Trajectories (E.T.) with camera trajectories along with character information and textual captions encompassing descriptions of both camera and character. To our knowledge, this is the first dataset of its kind. To show the potential applications of the E.T. dataset, we propose a diffusion-based approach, named DIRECTOR, which generates complex camera trajectories from textual captions that describe the relation and synchronisation between the camera and characters. To ensure robust and accurate evaluations, we train on the E.T. dataset CLaTr, a Contrastive Language-Trajectory embedding for evaluation metrics. We posit that our proposed dataset and method significantly advance the democratization of cinematography, making it more accessible to common users.
Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). Builds on 35 of its 54 references that are in the map. First posted on arXiv 1 Jul 2024.
Builds on
35 of 54 references.
References · 35
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Citing papers per year: 2024: 3; 2025: 9; 2026: 12.
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- 2025Towards Understanding Camera Motions in Any Videocited by 62
- 2024Generative Photography: Scene-Consistent Camera Control for Realistic Text-to-Image Synthesiscited by 26
- 2024Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocationcited by 23
- 2025What about gravity in video generation? Post-Training Newton's Laws with Verifiable Rewardscited by 23
- 2025GenDoP: Auto-regressive Camera Trajectory Generation as a Director of Photographycited by 18
- 2024AKiRa: Augmentation Kit on Rays for optical video generationcited by 17
- 2025How far can we go with ImageNet for Text-to-Image generation?cited by 10
- 2025Pulp Motion: Framing-aware multimodal camera and human motion generationcited by 8
- 2026ShotVerse: Advancing Cinematic Camera Control for Text-Driven Multi-Shot Video Creationcited by 7
- 2025LAMP: Language-Assisted Motion Planning for Controllable Video Generationcited by 4
- 2025AdaViewPlanner: Adapting Video Diffusion Models for Viewpoint Planning in 4D Scenescited by 3
- 2026VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generationcited by 3
12 more
- 2025LensCraft: Your Professional Virtual Cinematographercited by 2
- 2026Mind-of-Director: Multi-modal Agent-Driven Film Previsualization via Collaborative Decision-Makingcited by 2
- 2025CineLOG: A Training Free Approach for Cinematic Long Video Generationcited by 1
- 2026OptiWorld: Optimal Control for Video World Generation under Physical Constraintscited by 1
- 2026Auteur: Language-Driven Cinematographic Framing for Human-Centric Video Generationcited by 1
- 2026CinemaTraj: Composing Atomic Camera Trajectories for 3D Scenes with LLM Agentscited by 1
- 2026SEAM: Shot Entity-Attribute Memory for Consistent Short-Drama Generation at Scalecited by 1
- 2026Text-Driven Artistic Staging: 3D Posing, Lighting, and Camera References from Paintingscited by 0
- 2026CapFrame: Text-Instructed Viewpoint Grounding in 3D Gaussian Scenes via Geometric Pseudo Labelscited by 0
- 2026CamPilot: A Multi-Agent Cinematic Assistant for Camera-Controlled Movie Generationcited by 0
- 2026AESOP: Asymmetric Human-Camera Generation with Translation-Intensity Controlcited by 0
- 2026Unveiling the Value of Motion for Cinematic Camera Trajectoriescited by 0
- 2026Unveiling the Value of Motion for Cinematic Camera Trajectories30 Sep 2026
- 2026AESOP: Asymmetric Human-Camera Generation with Translation-Intensity Control29 Sep 2026
- 2026CamPilot: A Multi-Agent Cinematic Assistant for Camera-Controlled Movie Generation10 Sep 2026
- 2026CapFrame: Text-Instructed Viewpoint Grounding in 3D Gaussian Scenes via Geometric Pseudo Labels31 Aug 2026
- 2026Text-Driven Artistic Staging: 3D Posing, Lighting, and Camera References from Paintings28 Aug 2026
- 2026SEAM: Shot Entity-Attribute Memory for Consistent Short-Drama Generation at Scale24 Aug 2026
- 2026CinemaTraj: Composing Atomic Camera Trajectories for 3D Scenes with LLM Agents29 Jul 2026
- 2026Auteur: Language-Driven Cinematographic Framing for Human-Centric Video Generation1 Jun 2026
- 2026OptiWorld: Optimal Control for Video World Generation under Physical Constraints30 May 2026
- 2026VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generation2 Apr 2026
- 2026Mind-of-Director: Multi-modal Agent-Driven Film Previsualization via Collaborative Decision-Making16 Mar 2026
- 2026ShotVerse: Advancing Cinematic Camera Control for Text-Driven Multi-Shot Video Creation12 Mar 2026
12 more
- 2025CineLOG: A Training Free Approach for Cinematic Long Video Generation13 Dec 2025
- 2025LAMP: Language-Assisted Motion Planning for Controllable Video Generation3 Dec 2025
- 2025What about gravity in video generation? Post-Training Newton's Laws with Verifiable Rewards29 Nov 2025
- 2025AdaViewPlanner: Adapting Video Diffusion Models for Viewpoint Planning in 4D Scenes12 Oct 2025
- 2025Pulp Motion: Framing-aware multimodal camera and human motion generation6 Oct 2025
- 2025LensCraft: Your Professional Virtual Cinematographer1 Jun 2025
- 2025Towards Understanding Camera Motions in Any Video21 Apr 2025
- 2025GenDoP: Auto-regressive Camera Trajectory Generation as a Director of Photography9 Apr 2025
- 2025How far can we go with ImageNet for Text-to-Image generation?28 Feb 2025
- 2024AKiRa: Augmentation Kit on Rays for optical video generation18 Dec 2024
- 2024Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocation9 Dec 2024
- 2024Generative Photography: Scene-Consistent Camera Control for Realistic Text-to-Image Synthesis3 Dec 2024
- 2025Towards Understanding Camera Motions in Any Videocited by 62
- 2024Generative Photography: Scene-Consistent Camera Control for Realistic Text-to-Image Synthesiscited by 26
- 2024Around the World in 80 Timesteps: A Generative Approach to Global Visual Geolocationcited by 23
- 2025GenDoP: Auto-regressive Camera Trajectory Generation as a Director of Photographycited by 18
- 2025How far can we go with ImageNet for Text-to-Image generation?cited by 10
- 2025Pulp Motion: Framing-aware multimodal camera and human motion generationcited by 8
- 2026ShotVerse: Advancing Cinematic Camera Control for Text-Driven Multi-Shot Video Creationcited by 7
- 2025LAMP: Language-Assisted Motion Planning for Controllable Video Generationcited by 4
- 2026VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generationcited by 3
- 2025LensCraft: Your Professional Virtual Cinematographercited by 2
- 2026Mind-of-Director: Multi-modal Agent-Driven Film Previsualization via Collaborative Decision-Makingcited by 2
- 2025CineLOG: A Training Free Approach for Cinematic Long Video Generationcited by 1
12 most cited of 18 All 18 (JSON)
- 2026Unveiling the Value of Motion for Cinematic Camera Trajectories30 Sep 2026
- 2026AESOP: Asymmetric Human-Camera Generation with Translation-Intensity Control29 Sep 2026
- 2026CapFrame: Text-Instructed Viewpoint Grounding in 3D Gaussian Scenes via Geometric Pseudo Labels31 Aug 2026
- 2026Text-Driven Artistic Staging: 3D Posing, Lighting, and Camera References from Paintings28 Aug 2026
- 2026SEAM: Shot Entity-Attribute Memory for Consistent Short-Drama Generation at Scale24 Aug 2026
- 2026Auteur: Language-Driven Cinematographic Framing for Human-Centric Video Generation1 Jun 2026
- 2026VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generation2 Apr 2026
- 2026Mind-of-Director: Multi-modal Agent-Driven Film Previsualization via Collaborative Decision-Making16 Mar 2026
- 2026ShotVerse: Advancing Cinematic Camera Control for Text-Driven Multi-Shot Video Creation12 Mar 2026
- 2025CineLOG: A Training Free Approach for Cinematic Long Video Generation13 Dec 2025
- 2025LAMP: Language-Assisted Motion Planning for Controllable Video Generation3 Dec 2025
- 2025Pulp Motion: Framing-aware multimodal camera and human motion generation6 Oct 2025
12 newest of 18 All 18 (JSON)