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Light field microscopy

Light field microscopy is a science topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Light field microscopy rather than just read about it. In short: Light field microscopy (LFM) is a scanning-free 3-dimensional (3D) microscopic imaging method based on the theory of light field. This technique allows sub-second (~10 Hz) large volumetric imaging ([~0.1 to 1 mm]3) with ~1 μm spatial resolution in the condition of weak scattering and semi-transparence, which has never been achieved by other methods.

Light field microscopy — main illustration
Light field microscopy — illustration

Key takeaways

  • Light field microscopy belongs to science; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Light field microscopy to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Light field microscopy from memory before moving on to harder problems.

Reference excerpt

Light field microscopy (LFM) is a scanning-free 3-dimensional (3D) microscopic imaging method based on the theory of light field. This technique allows sub-second (~10 Hz) large volumetric imaging ([~0.1 to 1 mm]3) with ~1 μm spatial resolution in the condition of weak scattering and semi-transparence, which has never been achieved by other methods. Just as in traditional light field rendering, there are two steps for LFM imaging: light field capture and processing. In most setups, a microlens array is used to capture the light field. As for processing, it can be based on two kinds of representations of light propagation: the ray optics picture and the wave optics picture. The Stanford University Computer Graphics Laboratory published their first prototype LFM in 2006 and has been working on the cutting edge since then.

Light field generation

A light field is a collection of all the rays flowing through some free space, where each ray can be parameterized with four variables. In many cases, two 2D coordinates–denoted as ( s , t ) {\displaystyle (s,t)} & ( u , v ) {\displaystyle (u,v)} –on two parallel planes with which the rays intersect are applied for parameterization. Accordingly, the intensity of the 4D light field can be described as a scalar function: L f ( s , t , u , v ) {\textstyle L_{f}(s,t,u,v)} , where f {\displaystyle f} is the distance between two planes. LFM can be built upon the traditional setup of a wide-field fluorescence microscope and a standard CCD camera or sCMOS. A light field is generated by placing a microlens array at the intermediate image plane of the objective (or the rear focal plane of an optional relay lens) and is further captured by placing the camera sensor at the rear focal plane of the microlenses. As a result, the coordinates of the microlenses ( s , t ) {\displaystyle (s,t)} conjugate with those on the object plane (if additional relay lenses are added, then on the front focal plane of the objective) ( s ′ , t ′ ) {\displaystyle (s',t')} ; the coordinates of the pixels behind each microlens ( u , v ) {\displaystyle (u,v)} conjugate with those on the objective plane ( u ′ , v ′ ) {\displaystyle (u',v')} . For uniformity and convenience, we shall call the plane ( s ′ , t ′ ) {\displaystyle (s',t')} the original focus plane in this article. Correspondingly, f {\displaystyle f} is the focal length of the microlenses (i.e., the distance between microlens array plane and the sensor plane). In addition, the apertures and the focal-length of each lens and the dimensions of the sensor and microlens array should all be properly chosen to ensure that there is neither overlap nor empty areas between adjacent subimages behind the corresponding microlenses.

Realization from the ray optics picture This section mainly introduces the work of Levoy et al., 2006.

Perspective views from varied angles Owing to the conjugated relationships as mentioned above, any certain pixel ( u j , v j ) {\displaystyle (u_{j},v_{j})} behind a certain microlens ( s i , t i ) {\displaystyle (s_{i},t_{i})} corresponds to the ray passing through the point ( s i ′ , t i ′ ) {\displaystyle (s_{i}',t_{i}')} towards the direction ( u j ′ , v j ′ ) {\displaystyle (u_{j}',v_{j}')} . Therefore, by extracting the pixel ( u j , v j ) {\displaystyle (u_{j},v_{j})} from all subimages and stitching them together, a perspective view from the certain angle is obtained: L f ( : , : , u j , v j ) {\textstyle L_{f}(:,:,u_{j},v_{j})} . In this scenario, spatial resolution is determined by the number of microlenses; angular resolution is determined by the number of pixels behind each microlens.

Tomographic views based on synthetic refocusing

Step 1: Digital refocusing

Synthetic focusing uses the captured light field to compute the photograph focusing at any arbitrary section. By simply summing all the pixels in each subimage behind the microlens (equivalent to collecting all radiation coming from different angles that falls on the same position), the image is focused exactly on the plane that conjugates with the microlens array plane:

… excerpt ends here. Continue reading the full article.

Illustrations

Light field microscopy: Digital refocus of light field. Assume the original image has been focused on the plane that conjugates with the microlens array plane, thus the image should be synthesized by summing pixels behind each microlens to proform a digital focusing on this plane. Now, we want to refocus onto another plane whose conjugated plane is αf away from the sensor plane by rendering the rays defined between the microlens array plane and the sensor plane. To get the intensity of each point on the refocus plane, we sum the rays whose reverse extension lines end up at this point. This figure is the demonstration of a 1-dimension synthetic refocus, and the other dimension can be independently refocused in the same mathematical manner. This figure is a modification of Fig. 1 in Ren Ng 2005.[4]
Digital refocus of light field. Assume the original image has been focused on the plane that conjugates with the microlens array plane, thus the image should be synthesized by summing pixels behind each microlens to proform a digital focusing on this plane. Now, we want to refocus onto another plane whose conjugated plane is αf away from the sensor plane by rendering the rays defined between the microlens array plane and the sensor plane. To get the intensity of each point on the refocus plane, we sum the rays whose reverse extension lines end up at this point. This figure is the demonstration of a 1-dimension synthetic refocus, and the other dimension can be independently refocused in the same mathematical manner. This figure is a modification of Fig. 1 in Ren Ng 2005.[4]

Worked examples

Example 1 — a first encounter with Light field microscopy

Start with the simplest possible case. Write down what Light field microscopy claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In science, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Light field microscopy before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Light field microscopy ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Light field microscopy

In research
Light field microscopy appears in science research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Light field microscopy in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Light field microscopy is common in secondary-school and first-year university syllabi. It links to neighbouring topics Microscopy, so understanding it makes those chapters shorter.
In everyday life
Look for Light field microscopy outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

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How to study Light field microscopy in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Light field microscopy means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Light field microscopy out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Light field microscopy in simple terms?

Light field microscopy (LFM) is a scanning-free 3-dimensional (3D) microscopic imaging method based on the theory of light field. This technique allows sub-second (~10 Hz) large volumetric imaging ([~0.1 to 1 mm]3) with ~1 μm spatial resolution in the condition of weak scattering and semi-transpare…

Why does Light field microscopy matter?

Because it connects several science ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Light field microscopy?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Light field microscopy.

Tags

  • Microscopy

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