Rice (Oryza sativa L.) is the main source of calories for the world’s population but faces challenges from climate change and pest infestations, particularly the brown planthopper (BPH) in Indonesia. This study assessed agronomic traits, yield components, and resistance to BPH in 16 rice genotypes, comprising 14 doubled-haploid (DH) lines and two commercial varieties (Ciherang and Inpari 18). Genotype selection involved the Multi-Trait Genotype–Ideotype Distance Index (MGIDI) and Factor Analytic Index-Based Best Linear Unbiased Prediction (FAI-BLUP). Genotype-by-trait (GT) biplots were also utilized to visualize genotype performance across various traits. The response of the DH lines to BPH was assessed using biotypes 1, 2, and 3. The MGIDI-selected genotypes, were M-5, M-7, and M-12, which yielded 9.0-, 8.9-, and 9.6- ton ha_-1, respectively. They significantly surpassed yield of the commercial checks. M-5 and M-7 were also selected in the FAI-BLUP, while M-12 was not due to the advantage of trait weighting in the MGIDI analysis. These lines aligned with the selection goals based on the rice ideotype, demonstrating ideal agronomic performance. The effectiveness of both MGIDI and FAI-BLUP in the selection has shown promising results, explaining 100% of the variance among traits and resulting in predicted genetic gains indicating improvements in most traits. Two promising DH lines (M-5 and M-7) showed moderate resistance to BPH biotype 1 and moderately susceptible to biotype 2 while susceptible to biotype 3. This variability highlights the challenge of using these lines in different environments with those two BPH biotypes.