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Equation 13 · Part 6 · How Multimodal Models Actually Handle Video, Audio, and Space

Symbol σ

C(r)=∫tntfT(t) σ(r(t)) c(r(t),d) dt,T(t)=exp⁡ ⁣(−∫tntσ(r(s)) ds),C(\mathbf{r}) = \int_{t_n}^{t_f} T(t)\, \sigma(\mathbf{r}(t))\, \mathbf{c}(\mathbf{r}(t), \mathbf{d})\, dt, \qquad T(t) = \exp\!\left(-\int_{t_n}^{t} \sigma(\mathbf{r}(s))\, ds\right),
σ\sigma

What this part means

volume density, c\mathbf{c} is emitted colour.

Its job in the formula

σ is one of the signed contributions combined to compute the quantity on the left.

Where the article explains it

where σ\sigma is volume density, c\mathbf{c} is emitted colour, and T(t) is accumulated transmittance along the ray up to t .

The passage around this formula

…volume rendering to synthesize the colour a camera ray would see by integrating along it [ 8 ] . The rendering equation itself is the cleanest statement of what “continuous” buys and costs: C(r)=∫tntfT(t) σ(r(t)) c(r(t),d) dt,T(t)=exp⁡ ⁣(−∫tntσ(r(s)) ds)C(\mathbf{r}) = \int_{t_n}^{t_f} T(t)\, \sigma(\mathbf{r}(t))\, \mathbf{c}(\mathbf{r}(t), \mathbf{d})\, dt, \qquad T(t) = \exp\!\left(-\int_{t_n}^{t} \sigma(\mathbf{r}(s))\, ds\right). where σ\sigma is volume density, c\mathbf{c} is emitted colour, and T(t) is accumulated transmittance along the ray up to t . There is no patch, no voxel grid, no fixed token count anywhere in this formulation — the scene is a function evaluated at query points, and any tokenization of it for a downstream…

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Learn the underlying idea

A function assigns an output to each allowed input. The expression f(x) means “apply f to x”.

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Sources cited in the surrounding passage

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