A magnetic resonance imaging system for acquiring measured magnetic resonance data of a subject from an imaging zone, wherein the magnetic resonance imaging system comprises: - a memory for storing machine executable instructions and for storing pulse sequence commands to acquire the measured magnetic resonance data according to a compressed sensing magnetic resonance imaging protocol; and - a processor for controlling the magnetic resonance imaging system, wherein execution of the machine executable instructions cause the processor to: - control the magnetic resonance imaging system with the pulse sequence commands to acquire the measured magnetic resonance data, wherein the measured magnetic resonance data is acquired as measured data portions, wherein each of the measured data portions is acquired during a time period and may be compromised due to motion of the subject or corrupted due to other reasons; - reconstruct an intermediate magnetic resonance image using the measured magnetic resonance data according to the compressed sensing magnetic resonance imaging protocol; - calculate a predicted data portion for each of the measured data portions using the intermediate magnetic resonance image; - calculate a residual for each of the measured data portions using the predicted data portion; - identify one or more of the measured data portions as outlier data portions if the residual is above a predetermined threshold; and - reconstruct a corrected magnetic resonance image using the measured magnetic resonance data according to the compressed sensing magnetic resonance imaging protocol, and wherein the one or more outlier data portions are excluded from the reconstruction of the corrected magnetic resonance image. - a memory for storing machine executable instructions and for storing pulse sequence commands to acquire the measured magnetic resonance data according to a compressed sensing magnetic resonance imaging protocol; and - a processor for controlling the magnetic resonance imaging system, - control the magnetic resonance imaging system with the pulse sequence commands to acquire the measured magnetic resonance data, wherein the measured magnetic resonance data is acquired as measured data portions, wherein each of the measured data portions is acquired during a time period and may be compromised due to motion of the subject or corrupted due to other reasons; - reconstruct an intermediate magnetic resonance image using the measured magnetic resonance data according to the compressed sensing magnetic resonance imaging protocol; - calculate a predicted data portion for each of the measured data portions using the intermediate magnetic resonance image; - calculate a residual for each of the measured data portions using the predicted data portion; - identify one or more of the measured data portions as outlier data portions if the residual is above a predetermined threshold; and - reconstruct a corrected magnetic resonance image using the measured magnetic resonance data according to the compressed sensing magnetic resonance imaging protocol, and wherein the one or more outlier data portions are excluded from the reconstruction of the corrected magnetic resonance image.