Annual class-specific f1-scores based on samples that have not been used for training. For each class. 400 samples were selected from IACS data of the Federal States listed in Gessner et al. (2025) class 2017 2018 2019 2020 2021 2022 2023 2024 2025 11 0.72 0.78 0.77 0.76 0.73 0.72 0.72 0.73 0.84 12 0.81 0.83 0.85 0.85 0.85 0.83 0.8 0.82 0.93 13 0.81 0.8 0.83 0.81 0.8 0.76 0.78 0.72 0.83 14 0.64 0.63 0.7 0.66 0.67 0.58 0.61 0.57 0.76 21 0.63 0.67 0.65 0.63 0.58 0.54 0.53 0.63 0.75 22 0.79 0.77 0.85 0.8 0.78 0.76 0.75 0.74 0.89 23 0.67 0.69 0.69 0.67 0.7 0.66 0.62 0.58 0.77 30 0.78 0.81 0.83 0.81 0.81 0.76 0.72 0.75 0.93 40 0.78 0.76 0.84 0.84 0.84 0.77 0.72 0.81 0.87 41 0.83 0.79 0.82 0.81 0.83 0.76 0.7 0.76 0.92 42 0.88 0.82 0.89 0.87 0.83 0.77 0.8 0.83 0.88 50 0.79 0.81 0.83 0.82 0.8 0.69 0.71 0.77 0.91 60 0.9 0.93 0.89 0.92 0.91 0.92 0.9 0.9 0.95 71 0.95 0.95 0.96 0.95 0.97 0.95 0.95 0.96 0.99 72 0.91 0.92 0.9 0.84 0.87 0.79 0.83 0.84 0.88 83 0.66 0.67 0.67 0.68 0.68 0.66 0.63 0.63 0.69 84 0.495 0.55 0.56 0.55 0.525 0.455 0.45 0.455 0.61 90 0.95 0.93 0.93 0.92 0.91 0.85 0.88 0.91 0.95 100 0.84 0.87 0.85 0.83 0.84 0.79 0.78 0.84 0.9 110 0.97 0.97 0.97 0.98 0.98 0.96 0.93 0.92 0.98 120 0.7 0.71 0.7 0.7 0.62 0.67 0.62 0.64 0.8