Introduction: Considering the increasing population growth worldwide, including in Iran, increasing the yield and improving the traits and characteristics of landrace and improved rice varieties are among the most important rice research programs. Crossbreeding between local and improved cultivars is a primary strategy employed by breeders to achieve these goals. This study was conducted to evaluate the performance of different breeding lines that are the result of backcrossing in the previous years.Materials and methods: An experiment was conducted with 36 rice genotypes derived from direct and backcrossing of landrace and improved cultivars, along with four selected control cultivars (Anam, Hashemi, Demsiah, and Hasansarai). The experiment was designed as a randomized complete block with three replications at the Rice Research Institute of Iran in Rasht during the 2022 cropping year. Sixteen morphological, phenological, and yield-related traits were evaluated. Data were recorded, and analysis of variance, mean comparison, and cluster analysis were performed after ensuring the assumptions of variance analysis tests were met.Results: The analysis of variance revealed significant differences among the genotypes for all studied traits, except for the number of spikelets per panicle at the 1% probability level. These differences indicate substantial genetic diversity within the studied collection, necessitating selection within the collection. Based on the mean comparison results, Genotype BC3F4-38-13-1 (line 36) demonstrated a significant yield advantage, averaging 6689 kg/ha compared to the landrace control cultivars. In terms of desirable traits such as short plant stature and early ripening, Genotype BC3F4-15-11-4 (line 23) had the shortest plant height, averaging 84.46 cm. Genotypes BC2F4-37-2 (line 30) and BC2F4-37-3-1 (line 31) exhibited early ripening, with average maturation periods of 102 and 101 days, respectively, significantly earlier than the local control variety Demsiah, which had the longest maturation period of 130 days. According to the cluster analysis results of the third group(includes 19 lines), this group exhibited the highest averages for key traits such as the number of filled grains per panicle, panicle length, Number of total grains, panicle fertility percentage, and grain yield. Additionally, they had the lowest number of unfilled grains per panicle. The average yield of this group was calculated to be 13.81% higher than the overall average, with 20.04% fewer unfilled grains. Given the relative superiority of this group in terms of yield and yield components, the best genotypes from this group can be considered in variety introduction experiments as high-yielding new candidate varieties.Conclusion: Based on the results, several breeding lines had significantly higher grain yield than the control varieties. Additionally, these genotypes exhibited short plant stature and early ripening, which are promising traits. These genotypes can be further investigated in trials to introduce them as new candidate varieties.