PurposeThis study leverages the echo planar time‐resolved imaging (EPTI) concept in MR fingerprinting (MRF) framework for a new time‐resolved MRF (TRMRF) approach, and explores its capability for fast simultaneous quantification of multiple MR parameters including T1, T2, T2*, proton density, off resonance, and B1+.MethodsThe proposed TRMRF method uses the concept of EPTI to track the signal change along the EPI echo train for T2* weighting with a k‐t Poisson‐based sampling order designed for acquisition. A two‐dimensional decomposition algorithm was designed for the image reconstruction, enabling fast and precise subspace modeling. The accuracy of proposed method was evaluated by a T1/T2 phantom. The feasibility was demonstrated through 5 healthy volunteer brain studies.ResultsIn the phantom studies, T1, T2, and T2* maps of TRMRF correlated strongly with gold‐standard methods. The concordance correlation coefficients are 0.9999, 0.9984 and 0.9978, and R2s are 0.9998, 0.9971, and 0.9983. In the in vivo studies, quantitative maps were acquired with 5 healthy volunteers. TRMRF was demonstrated to have comparable results with spiral MRF and gradient‐echo EPTI. TRMRF scans using 16, 10, and 6 s per slice were also evaluated to demonstrate the capability of shorter scan times.ConclusionA new approach is proposed to exploit the advantage of EPTI in the MRF framework. We demonstrate in phantom and in vivo experiments that T1, T2, T2*, proton density, off resonance, and B1+ can be simultaneously quantified within 6 s/slice by TRMRF.