Extraction of both common and unique features across different visual inputs is crucial for animal survival. Regularities in the visual input lead to learning of the general principles governing an environment, whereas unique features are important for novelty detection. Low and high spatial frequencies (SF) represent two different channels of visual perception, which may be playing different roles in the processing of global pattern and local details. Alterations in the processing of these different SF channels may lead to impaired visual perception. Excessive detail-oriented processing and reduced habituation to sensory stimuli are some of the hallmarks of altered sensory perception in autism. However, the underlying neural mechanisms of these impairments are not understood. To gain insight into the pathophysiology of these impairments, we investigated the low and high SF channels in V1 of Fmr1 KO mice, the mouse model of Fragile X syndrome (FX). We first provide behavioral evidence for reduced habituation of both pupillary baseline and surprise responses in FX mice. Using silicon probe recordings, we demonstrate excessive processing of high SF stimuli in the late stages of visual responses in V1 of FX mice. We then show a reduced adaptation during a visual oddball paradigm in neurons preferring low but not high SF. Overall, our findings suggest that altered processing in distinct SF channels might contribute to altered visual perception and learning in FX and autism. that sensory alterations may be predictive of social communication deficits later in life in autism (Boyd et al., 2010;Turner-Brown et al., 2012).Both human and animal studies provide evidence that there is impaired information processing in early sensory areas in both autism and FX (Goel et al., 2018;Rais et al., 2018). Sensory hypersensitivity and reduced adaptation to sensory stimuli are some of the hallmark perceptual impairments in autism. An increase in visual detail processing is often reported in this condition. Visual oddball paradigm studies revealed reduced habituation to repeated stimuli and novel distractors in autistic patients (Sokhadze et al., 2017). Similarly, alterations in the event related potentials (ERPs) during the auditory and visual oddball tasks were found in FX patients (Van der Molen et al., 2012). Recent work in FX mice found circuit-level impairments in early visual processing, including reduced orientation tuning and functional output from fast-spiking neurons in V1. Reduced orientation tuning of the neurons in the visual cortex correlated with the decreased ability to resolve different orientations of sinusoidal grating stimuli in both mice and human individuals with FX (Goel et al., 2018). Furthermore, altered dendritic spine function and integration were found in early sensory areas in FX mice (Domanski et al., 2019). Structural and functional imaging studies of FX mice revealed local hyperconnectivity and long-range hypoconnectivity in V1. These studies suggest that primary cortical areas may be functionally deco...