Nervous necrosis virus (NNV) capsid protein plays an important role in producing viral particles without any genetic elements. Thus, NNV is a promising candidate for vaccine development and is widely used for constructing vaccines, including DNA, recombinant proteins, and virus-like particles (VLPs). Our study aimed to investigate the potential of NNV capsid protein (NNV) and NNV capsid protein fused to enhanced green fluorescent protein (NNV-EGFP) through VLP formation and whether their application can induce specific antibody responses against certain antigens. We focused on producing DNA and recombinant protein vaccines consisting of the genes for NNV, EGFP, and NNV-EGFP. The approach using NNV-EGFP allowed NNV to act as a carrier or inducer while EGFP was incorporated as part of the capsid protein, thereby enhancing the immune response. In vitro studies demonstrated that all DNA vaccines expressed in HINAE cells resulted in varying protein expression levels, with particularly low levels observed for pNNV and pNNV-EGFP. Consequently, structural proteins derived from HINAE cells could not be observed using transmission electron microscopy (TEM). In contrast, recombinant proteins of NNV and NNV-EGFP were expressed through the Escherichia coli expression system. TEM revealed that rNNV was assembled into VLPs with an approximate size of 30 nm, whereas rNNV-EGFP presented particles ranging from 10 nm to 50 nm in size. For the vaccination test, DNA vaccination marginally induced specific antibody responses in Japanese flounder compared to unvaccinated fish. Meanwhile, NNV and NNV-EGFP recombinant vaccines enhanced a greater anti-NNV antibody response than the others, whereas antibody responses against EGFP were also marginal. These results indicate that NNV capsid protein-based antigens, presenting as particles, play an important role in eliciting a specific anti-NNV antibody response and have the potential to improve fish immune responses.