mlsanityData to 7 Oct 2026

PreciseCam: Precise Camera Control for Text-to-Image Generation

arXiv 2501.12910 ↗First posted 22 Jan 2025cs.CV cs.AI cs.LGcited by 13

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Abstract (arXiv)

Images as an artistic medium often rely on specific camera angles and lens distortions to convey ideas or emotions; however, such precise control is missing in current text-to-image models. We propose an efficient and general solution that allows precise control over the camera when generating both photographic and artistic images. Unlike prior methods that rely on predefined shots, we rely solely on four simple extrinsic and intrinsic camera parameters, removing the need for pre-existing geometry, reference 3D objects, and multi-view data. We also present a novel dataset with more than 57,000 images, along with their text prompts and ground-truth camera parameters. Our evaluation shows precise camera control in text-to-image generation, surpassing traditional prompt engineering approaches. Our data, model, and code are publicly available at https://graphics.unizar.es/projects/PreciseCam2024.

Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). Builds on 35 of its 56 references that are in the map. First posted on arXiv 22 Jan 2025.

Builds on

35 of 56 references.

References · 35

  1. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
  2. 2022Photorealistic Text-to-Image Diffusion Models with Deep Language Understandingcited by 6,322
  3. 2023BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Modelscited by 6,069
  4. 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,466
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  6. 2023SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesiscited by 4,290
  7. 2021SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformerscited by 2,923
  8. 2023Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasetscited by 2,526
  9. 2021CLIPScore: A Reference-free Evaluation Metric for Image Captioningcited by 2,388
  10. 2021SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equationscited by 1,903
  11. 2023T2I-Adapter: Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Modelscited by 1,339
  12. 2019Semantic Image Synthesis with Spatially-Adaptive Normalizationcited by 1,295
23 more
  1. 2022Scaling Autoregressive Models for Content-Rich Text-to-Image Generationcited by 1,287
  2. 2017High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANscited by 1,176
  3. 2022eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoiserscited by 921
  4. 2023MotionCtrl: A Unified and Flexible Motion Controller for Video Generationcited by 568
  5. 2023MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generationcited by 529
  6. 2023VideoComposer: Compositional Video Synthesis with Motion Controllabilitycited by 461
  7. 2024CameraCtrl: Enabling Camera Control for Text-to-Video Generationcited by 448
  8. 2018Video-to-Video Synthesiscited by 388
  9. 2023Diffusion Self-Guidance for Controllable Image Generationcited by 305
  10. 2023DragNUWA: Fine-grained Control in Video Generation by Integrating Text, Image, and Trajectorycited by 260
  11. 2017Photographic Image Synthesis with Cascaded Refinement Networkscited by 223
  12. 2024CamCo: Camera-Controllable 3D-Consistent Image-to-Video Generationcited by 163
  13. 2023Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent Diffusioncited by 114
  14. 2022Perspective Fields for Single Image Camera Calibrationcited by 75
  15. 2023LooseControl: Lifting ControlNet for Generalized Depth Conditioningcited by 68
  16. 2023Zero-shot spatial layout conditioning for text-to-image diffusion modelscited by 64
  17. 2024Ctrl-Adapter: An Efficient and Versatile Framework for Adapting Diverse Controls to Any Diffusion Modelcited by 64
  18. 2023Diffusion Handles: Enabling 3D Edits for Diffusion Models by Lifting Activations to 3Dcited by 59
  19. 2022SceneComposer: Any-Level Semantic Image Synthesiscited by 43
  20. 2024Learning Continuous 3D Words for Text-to-Image Generationcited by 16
  21. 2019Distortion-adaptive Salient Object Detection in 360^circ Omnidirectional Imagescited by 15
  22. 2023Curved Diffusion: A Generative Model With Optical Geometry Controlcited by 13
  23. 2020A Fixation-based 360deg Benchmark Dataset for Salient Object Detectioncited by 8

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Citing papers per year: 2025: 6; 2026: 7.

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