Background: While there has been abundant research concerning neurological responses to gesture generation, the time course of gesture processing is not well understood. Specifically, it is not clear if or how particular characteristics within the kinematic execution of gestures capture attention and aid in the classification of gestures with communicative intent. If indeed key features of gestures with perceptual saliency exist, such features could help form the basis of a compact representation of the gestures in memory. Methods: This study used a set of available gesture videos as stimuli. The timing for salient features of performed gestures was determined by isolating inflection points in the hands' motion trajectories. Participants passively viewed the gesture videos while continuous EEG data was collected. We focused on mu oscillations (10 Hz) and used linear regression to test for associations between the timing of mu oscillations and inflection points in motion trajectories. Results: Peaks in the EEG signals at central and occipital electrodes were used to isolate the salient events within each gesture. EEG power oscillations were detected 343 and 400ms on average after inflection points at occipital and central electrodes, respectively. A regression model showed that inflection points in the motion trajectories strongly predicted subsequent mu oscillations (R^2=0.961, p<.01). Conclusion: The results suggest that coordinated activity in the visual and motor cortices are highly correlated with key motion components within gesture trajectories. These points may be associated with neural signatures used to encode gestures in memory for later identification and even recognition.