A computer-implemented method for removing cross-talk noise from seismic data and generating an image of a surveyed subsurface, the method comprising: receiving input seismic data D generated by firing seismic sources so that source energy is overlapping, and the input seismic data D is recorded with seismic sensors over the subsurface; generating a cross-talk noise model N by replacing at least one original receiver gather with a reconstructed receiver gather; subtracting the cross-talk noise model N from the input seismic data D to attenuate coherent cross-talk noise to obtain processed seismic data D p; deblending the processed seismic data D p with a deblending algorithm to attenuate a residual noise to obtain deblended seismic data D d; and generating the image of the subsurface based on the deblended seismic data D d characterized in that the step of generating the cross-talk noise model N comprises: generating reconstructed receiver gathers based on neighboring receiver gathers of the input seismic data D until all the original receiver gathers are replaced by corresponding reconstructed receiver gathers; muting cross-talk noise parts of the reconstructed receiver gathers to obtain a part with a highest signal-to-noise ratio; and applying time corrections to the part with highest signal-to-noise ratio to obtain the cross-talk noise model, wherein the time corrections are related to shot firing time corrections with which the seismic sources are actuated relative to a reference time. receiving input seismic data D generated by firing seismic sources so that source energy is overlapping, and the input seismic data D is recorded with seismic sensors over the subsurface; generating a cross-talk noise model N by replacing at least one original receiver gather with a reconstructed receiver gather; subtracting the cross-talk noise model N from the input seismic data D to attenuate coherent cross-talk noise to obtain processed seismic data D p; deblending the processed seismic data D p with a deblending algorithm to attenuate a residual noise to obtain deblended seismic data D d; and generating the image of the subsurface based on the deblended seismic data D d characterized in that the step of generating the cross-talk noise model N comprises: generating reconstructed receiver gathers based on neighboring receiver gathers of the input seismic data D until all the original receiver gathers are replaced by corresponding reconstructed receiver gathers; muting cross-talk noise parts of the reconstructed receiver gathers to obtain a part with a highest signal-to-noise ratio; and applying time corrections to the part with highest signal-to-noise ratio to obtain the cross-talk noise model, wherein the time corrections are related to shot firing time corrections with which the seismic sources are actuated relative to a reference time. generating reconstructed receiver gathers based on neighboring receiver gathers of the input seismic data D until all the original receiver gathers are replaced by corresponding reconstructed receiver gathers; muting cross-talk noise parts of the reconstructed receiver gathers to obtain a part with a highest signal-to-noise ratio; and applying time corrections to the part with highest signal-to-noise ratio to obtain the cross-talk noise model, wherein the time corrections are related to shot firing time corrections with which the seismic sources are actuated relative to a reference time.