Rare-earth barium copper oxide (REBCO) as representative of the second-generation high-temperature superconducting materials possess superior physical advantages such as high critical magnetic field, elevated critical temperature, and superior current density, which have been applied in extensive domains. Although the introduction of non-superconducting nanoscale particle dopants as a critical method can enhance the magnetic flux pinning capability of REBCO strips, the effect of the doping phases on the performance changes and microstructure evolution of the strips under irradiation is ignored. In this paper, undoped and 3.5 mol% BaHfO<sub>3</sub> (BHO) doped EuBa<sub>2</sub>Cu<sub>3</sub>O<sub>7-δ</sub> strips have been conducted in the room-temperature irradiation experiments (1.4 MeV He<sup>+</sup> ions) with three distinct doses of 5×10<sup>14</sup>, 5×10<sup>15</sup>, and 5×10<sup>16</sup> ions/cm<sup>2</sup>, respectively. Electrical performance tests revealed that undoped strips exhibited a slight increase in <em>J</em><sub>c</sub> after the low-dose irradiation. However, with increasing doses, <em>J</em><sub>c</sub> decreased by over 60%. In contrast, doped strips experienced a significantly smaller decline in <em>J</em><sub>c</sub>, ranging only between 30% and 40% at high-dose irradiation. Raman spectroscopy and transmission electron microscopy characterizations confirmed that defects induced by He<sup>+</sup> ion irradiation led to amorphization and structural disorder within the superconducting layers, which is the primary reason for the decline in the superconducting properties of the strips. The results suggest that the introduction of localized strains through BHO nanophases within the superconducting layers alters the migration and aggregation behavior of irradiation-induced defects, repairing the damaged superconductor structure. Furthermore, the field dependence and temperature dependence of <em>J</em><sub>c</sub> of doped strips are irradiation-resistant due to BHO nanocrystals as strong pinning centers. Additionally, unlike the superconducting properties of the REBCO strips that can be repaired through oxygen annealing after neutron or heavy ion irradiation, the electrical properties of the two types of strips irradiated with high doses of He<sup>+</sup>ions in this paper further deteriorated after annealing. It is worth noting that compared to the undoped strip, the localized strain generated by BHO in the doped strip inhibits the size growth of helium defects in the three-dimensional direction at high temperatures, which changes the magnetic flux pinning characteristics and delays the disorder and amorphization of the superconducting layer structure caused by the severe growth of helium bubbles. This study provides a reference for the application of REBCO superconducting strips in the irradiation environment.