Fluorescence is a powerful mean to probe information processing in the mammalian brain [1]. However, neuronal tissues are highly heterogeneous and thus opaque to light. A wide set of noninvasive or invasive techniques for scattered light rejection, optical sectioning or localized excitation, have been developed, but non-invasive optical recording of activity through highly scattering layer beyond the ballistic regime is to date impossible. Here, we show that functional signals from fluorescent time-varying sources located below an highly scattering tissue can be retrieved efficiently, by exploiting matrix factorization algorithms to demix this information from low contrast fluorescence speckle patterns.In the last decades novel light-enabled tools established new paradigms in neuroscience [1][2][3], and among them the emergence of fluorescence functional indicators revolutionized the way to monitor information processing through the brain of different animal models, with unprecedented combination of contrast, resolution and specificity [4,5]. With this approach, optical resolution is often not paramount, and in general only a coarse (cell) resolution is needed [6]. Furthermore, when the location of neurons is known, it is possible to avoid slow rasterscanning techniques and image only the needed location at high frame-rate [6-10].However, brain tissues are usually opaque, and light emitted or delivered at depth in the brain is often quickly subject to multiple scattering events. This results in a loss of directionality after few scattering lengths, corresponding to a few hundred microns, and ultimately means that all wide field or scanning microscopy techniques fails at depth. While the brains of simple organisms are sufficiently small and/or transparent so they can be imaged in totality, for instance C.Elegans, drosophila or zebrafish[5], mammalian brain, starting with its most common animal model, the mouse, is too large and too scattering to image in full. When imaging is performed in superficial layers, it is possible to implement wide field recording with multi-site multiphoton excitation [10,11], or with wide-field excitation and a-posteriori demixing, exploiting the few forward scattered or ballistic photons as a seed to separate the individual neuron contributions [12][13][14]. However, observing neuronal activity beyond a millimeter in the cortex or through the skull, is to date extremely challenging. In this depth range, in the multiple scattering regime, several techniques have been introduced to focus light and image using wavefront shaping [15,16]. Fluorescence is conventionally considered very incoherent, so these techniques based on coherence do not straightforwardly apply. However, it has been shown that it is still possible to reconstruct a fluorescent object hidden behind a scattering medium, by * claudio.moretti@lkb.ens.fr † sylvain.gigan@lkb.ens.fr analyzing spatial correlation within a single low contrast fluorescent speckle [17][18][19][20][21]. These techniques require thin media (with the ...