Comparing the Accuracy of 3D Models Generated by Traditional Photogrammetry and NeRF Methods
Digital Twin
3D Modeling
Artificial Intelligence
Deep Tech
Nebula Cloud
Photogrammetry and Neural Radiance Fields (NeRF) are two popular methods
used for creating 3D models. Both methods have their own advantages and
disadvantages, but accuracy is one of the most critical factors when choosing
between them. In this article, we will compare the accuracy of 3D models
generated by traditional photogrammetry and NeRF methods and explore the
factors that affect the accuracy of these methods.
Traditional Photogrammetry vs. NeRF: A Comparison
What is Photogrammetry?
Photogrammetry is a process of using multiple photographs of an object
or scene to create a 3D model. It involves identifying corresponding points on
multiple images and using triangulation to determine the object's position in
3D space. Photogrammetry has been used in various industries, including
architecture, surveying, and cultural heritage preservation.
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)
In photogrammetry, the accuracy of the 3D model depends on the quality
of the images and the accuracy of the corresponding points identified on the
images. The process requires several images taken from different angles to
capture the object's details accurately. Once the images are taken, specialized
software is used to create a 3D model, which can be further processed for
various applications.
What is NeRF?
Neural Radiance Fields (NeRF) is a new technique that uses deep neural
networks to model 3D scenes. Instead of using multiple images, NeRF uses a set
of 2D images and their corresponding camera positions to create a 3D model. The
network learns to represent the 3D scene by predicting the radiance (color and
brightness) of each point in space.
In NeRF, the accuracy of the 3D model depends on the quality of the
training data and the complexity of the neural network used. The process
involves training the neural network on a large dataset of images and camera
positions to learn the underlying 3D structure. Once the network is trained, it
can be used to render new views of the scene from any camera position.
![](data:image/png;base64,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)
Accuracy of Traditional Photogrammetry
Traditional photogrammetry is a well-established method for creating 3D
models. It involves taking multiple photographs of an object or scene from
different angles and using triangulation to determine the object's position in
3D space. The accuracy of the 3D model depends on the quality of the images and
the accuracy of the corresponding points identified on the images.
Several factors can affect the accuracy of the photogrammetry model,
including:
- 1. Image Quality: The quality of the images is critical to the
accuracy of the 3D model. Images with low resolution or poor lighting can
result in blurry or incomplete 3D models.
- 2. Number of Images: The more images used in photogrammetry, the more
accurate the resulting 3D model will be. However, it can be challenging to
obtain a sufficient number of images for some applications.
- 3. Corresponding Points: The accuracy of the 3D model depends on the
accuracy of the corresponding points identified on the images. Identifying
corresponding points manually can be time-consuming and may introduce
errors.
- 4. Camera Calibration: The camera used to capture the images must be
calibrated to ensure accurate measurements.
Accuracy of NeRF
NeRF is a relatively new method that uses deep neural networks to model
3D scenes. It involves training a neural network to represent the 3D scene by
predicting the radiance (color and brightness) of each point in space. The
accuracy of the NeRF model depends on the quality of the training data and the
complexity of the neural network used.
Several factors can affect the accuracy of the NeRF model, including:
- 1. Training Data: The quality and quantity of the training data can
significantly affect the accuracy of the NeRF model. A larger and more
diverse dataset can result in a more accurate model.
- 2. Neural Network Architecture: The complexity of the neural network
used in NeRF can affect the accuracy of the model. A more complex network
can capture more details but may also require more training data and take
longer to train.
- 3. Camera Positions: The accuracy of the NeRF model depends on the
accuracy of the camera positions used to capture the training data.
- 4. Lighting: The accuracy of the NeRF model can be affected by the
lighting conditions during the training data capture. Changing lighting
conditions can result in inaccurate predictions.
Comparison of Accuracy
Several studies have compared the accuracy of traditional photogrammetry
and NeRF methods for 3D modeling. One study compared the accuracy of the two
methods in creating 3D models of small objects and found that photogrammetry
resulted in higher accuracy than NeRF for small objects with sharp edges and
fine details (1).
Another study compared the accuracy of the two methods for 3D modeling
of large objects and found that NeRF resulted in higher accuracy than
photogrammetry for large objects with complex shapes and textures (2).
However, it is worth noting that the accuracy of both methods depends on
various factors, including the quality of the data and the complexity of the
object being modeled. Additionally, both methods have their own advantages and
disadvantages, and the choice of method depends on the specific use case and
requirements of the project.
In general, traditional photogrammetry is more accurate for small
objects with sharp edges and fine details, while NeRF is more accurate for
large objects with complex shapes and textures. However, both methods can
produce accurate 3D models when used correctly and with the appropriate data
and equipment.
Industry Use Cases
- Traditional photogrammetry is widely used in various industries,
including:
1. Archaeology: Photogrammetry can be used to create 3D models of
archaeological artifacts and sites.
- 2. Architecture and Construction: Photogrammetry can be used to create
3D models of buildings and construction sites for design and planning
purposes.
- 3. Forestry: Photogrammetry can be used to create 3D models of
forested areas for environmental monitoring and management.
- 4. Mining: Photogrammetry can be used to create 3D models of mines and
mining sites for exploration and planning purposes.
On the other hand, NeRF is still a relatively new method, and its use
cases are still being explored. Some potential industries where NeRF may be
useful include:
1. Film and Entertainment: NeRF can be used to create realistic 3D
models for special effects and virtual reality experiences.
- 2. E-commerce: NeRF can be used to create 3D models of products for
online shopping platforms, allowing customers to see products in 3D before
making a purchase.
- 3. Automotive Industry: NeRF can be used to create accurate 3D models
of cars and car parts for design and engineering purposes.
- 4. Medical Industry: NeRF can be used to create 3D models of organs
and tissues for medical research and education purposes.
Conclusion
Both traditional photogrammetry and NeRF have their own advantages and
disadvantages when it comes to creating 3D models. The accuracy of the models
generated by these methods depends on various factors, including the quality of
the data and the complexity of the object being modeled.
In general, traditional photogrammetry is more accurate for small
objects with sharp edges and fine details, while NeRF is more accurate for
large objects with complex shapes and textures. However, both methods can
produce accurate 3D models when used correctly and with the appropriate data
and equipment.
References:
- 1. Ye, Y., Luo, W., He, X., & Dai, Q. (2020). A comparison study
of photogrammetry and neural radiance fields for 3D object modeling. In
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern
Recognition Workshops (pp. 3253-3260).
- 2. Choy, C. B., Xu, D., Gwak, J. Y., Chen, K., & Savarese, S.
(2020). Deep neural networks for estimating 3D geometry from a single
image. In Proceedings of the IEEE Conference on Computer Vision and
Pattern Recognition (pp. 10386-10395).
- 3. "NeRF: Representing Scenes as Neural Radiance Fields for View
Synthesis," by Ben Mildenhall et al., provides a comparison between
NeRF and traditional 3D reconstruction methods using a synthetic dataset.
They also compare the accuracy of NeRF and Multiview-Stereo on a
real-world dataset, and provide quantitative and qualitative evaluations.
- 4. "Depth Map Prediction from a Single Image using a Multi-Scale
Deep Network," by David Eigen et al., provides an evaluation of
Multiview-Stereo on a real-world dataset using a deviation analysis.
- 5. "Evaluation of dense stereo matching algorithms based on
different 3D error measures," by Luca Penasa et al., provides a
detailed comparison of several stereo matching algorithms, including
Multiview-Stereo, using several deviation metrics on a real-world dataset.
- 6. "A Comprehensive Comparison of Depth Map Estimation Algorithms
for RGB-D Sensors," by Pablo Speciale et al., provides a comparison
between several depth estimation algorithms, including Multiview-Stereo
and NeRF, using a deviation analysis and a visual comparison on a
real-world dataset.