Method | Principle | Advantages | Disadvantages | Environment |
---|---|---|---|---|
Active methods | ||||
3D Laser Scanner (LiDAR) | Determines the range by targeting an object or a surface using a laser to measure the time for the reflected light to return to the receiver | (1) High resolution (2) Low-cost devices available (3) Relatively insensitive to lighting conditions (4) Suitable for high volume scanning | (1) Complex scanning process (2) Requires calibration (3) Lack of depth detection mechanism | (1) Fields (2) Controlled environments |
Laser Triangulation | Captures 3D data by pairing the laser light source with a sensor array (e.g., camera) | (1) High accuracy at close range (2) High resolution (3) Low cost (4) Relatively insensitive to the lighting conditions or surface textures | (1) Low accuracy at large distances (2) Computationally intensive (3) No color information (4) Difficult to scan transparent or reflective surfaces | (1) Fields (2) Controlled environments |
Photometric Stereo (PS) | Estimates local surface orientation by using a sequence of images of the same surface from the same viewpoint but under illumination from different directions | (1) High resolution (2) Low cost (3) High speed (4) Reasonable computational cost | (1) Difficult to handle shiny and semi-translucent surfaces (2) Requires calibration | (1) Fields (2) Controlled environments |
Structured Light | Projects a series of known patterns onto the object and builds up a 3D image by measuring the deformation of the patterns | (1) High accuracy (2) High-speed scanning (3) High resolution | (1) Vulnerable to ambient light interference (2) Decreasing accuracy as the measurement distance increases | (1) Controlled environments |
Time of Flight (ToF) | Builds up a 3D image using light emitted by a laser or LED source and measuring the roundtrip time between the emission of a light pulse and the reflection | (1) Easy setup due to the small size of the camera (2) High-speed measurement (3) Wide measurement range (4) Relatively insensitive to ambient light | (1) Expensive (2) Difficulties with shiny surfaces | (1) Fields (2) Controlled environments |
Tomographic Methods | Create a series of 2D slices in order to generate a 3D volume | (1) High resolution (2) High accuracy | (1) Not suitable for large-scale field studies (2) Time-consuming (3) High cost | (1) Controlled environments |
Passive methods | ||||
Light Field Measuring | Reconstructing the 3D information of a scene by capturing both the radiant intensity and the direction of the incoming light in one plane | (1) High-dimensional representation | (1) Technical complexity (2) Computational cost | (1) Fields (2) Controlled environments |
Multi-view Stereo (MVS) Techniques | Uses two or more cameras to generate parallax from different perspectives to obtain distance information about an object | (1) Simplicity of use (2) Low cost (3) High accuracy | (1) Limited imaging range (2) Low imaging quality (3) Computationally intensive (4) Poor performance in real-time (5) Relatively sensitive to the environment conditions | (1) Fields (2) Controlled environments |
Space Carving | Uses a voxel grid and information from pictures taken from different perspectives to remove voxels which are not part of the object | (1)Avoids correspondence problem (2) Low cost (2) Requires fewer images than, e.g., SfM to obtain a good representation | (1) Calibration requirements (2) Quality of reconstruction depends on the number of views (3) Exact segmentation requirements (4) Lack of depth detection mechanism (5) Not suitable for highly non-convex objects | (1) Controlled environments |
Structure from Motion (SfM) | Captures 3D information from sequences of overlapping 2D images | (1) Low cost (2) High resolution (3) High color reproduction (4) Wide measurement range (5) Mature algorithm, frequently used (6) Some degree of automatic calibration | (1) Need to move measurement equipment continuously (2) Reconstruction complexity (3) Time-consuming | (1) Fields (2) Controlled environments |