Thirty-two years ago, the Chernobyl nuclear accident changed the lives of many people, when one of the nuclear reactors exploded during a safety test. The explosion released huge amounts of radioactive materials like caesium, strontium, and plutonium into the atmosphere. High doses of radiation caused severe damage to the DNA of living beings, with direct impact on the changes suffered by the environment, either by causing instant death or by altering the fitness of the local biota. As people were evacuated from the surrounding areas, the land was left abandoned and the indirect changes caused by the alteration of land use are still unknown. Thus, the objective of this study was to analyse the state of primary production of the vegetation in the Chernobyl Exclusion Zone after the accident, comparing with its previous state. Through Normalized Difference Vegetation Index (NDVI) and radiation measurements, the relationship between these variables was assessed using Analysis of Variance (ANOVA) and Generalized Additive Models (GAM), to understand how the vegetation responded to the radiation exposure. The data was obtained through remote sensing, using available Landsat satellite imagery and sampled areas registered on the field. The results show that the NDVI increased over the years after the accident and that it is independent of the current radiation measured. This suggests that to some level of radiation exposure, the positive effects of land abandonment and/or the negative effects of radiation on abundance of herbivore species surpass the long term negative effects of radiation exposure on the vegetation. Nonetheless, above some radiation threshold level, primary production is expected to be negatively affected.