Ultrafast fiber lasers have gathered much attention because of their wide application prospects in the fields of laser machining, fiber communication, biochemistry, and metrology. In addition, fiber lasers can also serve as a perfect experimental platform for studying complex nonlinear dynamics processes. In general, the generation of pulses is mainly achieved by mode-locking techniques[1–5] in fiber lasers, and it is generally necessary to insert an optical modulator, a saturable absorber, an intensity- or polarization-dependent device in the cavity to achieve mode locking. However, even without any modulation devices or polarization-dependent devices, some fiber lasers can still pulsate at the fundamental frequency of the cavity[6–32]. Among them, polarization domains (PDs) and polarization domain walls (PDWs) have captured great interest. The typical feature of such pulses is that the polarization of light is periodically switched between two orthogonal directions at round-trip frequency. And for practical applications, PDs were studied to achieve the square-shaped pulse[15–19] and have been used in optical fibers as topological bits for data transmission[23]. Due to the existence of birefringence in fiber, the fundamental mode contains two orthogonal polarization modes with different propagation constants. PDW pulses are obtained due to the cross coupling of the two orthogonal polarization modes[6–22]. In 2009, Zhang et al.[6] first experimentally observed PDW solitons in weakly birefringent cavity fiber lasers, which were formed due to the strong coherent cross-polarization coupling of light in the fiber lasers. Subsequently, they achieved incoherent vector dark domain wall solitons in fiber lasers[7,8]. When considering the fiber birefringence-induced spectral filtering effect and the gain competition caused antiphase dynamics in fiber cavities, the coupled Ginzburg–Landau equation can well explain the formation of PDWs[8]. In 2014, Tang et al.[9] demonstrated that the PDW is a general feature in quasi-isotropic fiber laser cavities, which can be achieved under the incoherent and coherent coupling between two polarization supermodes. Highly nonlinear fibers and different kinds of saturable absorbers were used in fiber lasers to enhance the nonlinear effect, which were favorable for the cross coupling between the two polarization beams to achieve the PDWs[12–16]. Meanwhile, various PD and PDW states in different fiber lasers have been widely reported. The pulse durations of the PDs can be changed with the variation of the cavity parameters, and the PDWs are usually formed as bright pulses, dark pulses, or bright-dark pulse pairs with different temporal profiles[12–19]. Under a certain cavity condition, the PDs will split to form irregularly distributed multidomains[15–17], harmonic PDWs[18], or evolve into other types of pulses[20,22]. The research shows that the strength of the coherent or incoherent cross coupling can induce various domain states. The coherent coupling is more easily achieved in weak birefringence fiber cavities, while the incoherent coupling is generally obtained when the birefringence is strong[9]. Overall, the birefringence, as a key factor affecting coupling strength, plays an important role in the generation and the properties of PDs and PDWs in fiber lasers. However, the detailed evolution process of the PD pulses varying with the changes of the intracavity birefringence in fiber lasers has rarely been reported.