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Image Classification on VTAB-1K 1.0 (test)

86Natural Accuracy

BiT-L R152x4

16.21634.33352.4570.567Oct 14, 2020Aug 27, 2021Jul 10, 2022May 24, 2023Apr 5, 2024Feb 16, 2025Dec 31, 2025
Updated 4d ago

Evaluation Results

MethodLinks
2020.10
86----76.28762.2-------------------------
2025.12
84.7----75.386.661.5-------------------------
2025.12
83.9----75.286.461.9-------------------------
2020.10
83.6----77.686.468-------------------------
2025.12
83.3----74.385.960.2-------------------------
2024.02
82.8----78.187.164.5------94.176.774.899.691.152.391.287.196.388.676.585.463.752.987.256.881.735.852.1
2024.02
82.8----78.486.965.5------92.882.576.199.790.555.88286.697.18776.781.562.348.694.261.782.147.945.6
2020.10
82.6----76.885.867.2-------------------------
2022.12
82.6-----85.160.9-------------------------
2024.02
82.6----78.38765.3------92.782.276.799.790.755.48186.997.187.476.579.961.848.692.361.182.448.747.3
2024.02
82.5----77.886.564.4------9382.776.299.789.856.18086.396.786.776.378.861.44891.758.482.646.947.6
2025.12
82.5----70.883.954.1-------------------------
2024.02
82.3----76.385.561.2------92.775.271.999.391.958.586.786.795.68574.680.263.650.685.455.780.231.942
2025.12
82.3----72.585.657.3-------------------------
2022.12
82.1-----85.862.6-------------------------
2024.02
81.7----76.685.362.7------91.272.372.299.290.954.991.384.296.185.375.682.367.951.385.953.18036.444.4
2022.12
81.5-----86.357.2-------------------------
2025.12
80.7----72.385.658.4-------------------------
2024.02
80.6----74.784.958.8------91.270.870.599.190.954.886.68395.884.476.381.964.349.376.345.780.331.741.1
2024.02
80.6----75.685.360.7------90.670.670.899.190.754.188.684.896.284.575.782.668.249.880.847.480.733.243
2022.12
80.4-----84.950.9-------------------------
2020.10
80.3----72.785.759.4-------------------------
2024.02
80.3----75.584.961.3------92.769.670.299.190.453.786.184.495.483.975.882.868.949.981.848.381.732.844.2
2022.12
80.1-----82.350.3-------------------------
2020.10
79.9----75.385.766.1-------------------------
2020.10
79.9----75.685.567-------------------------
2022.03
79.85-----82.4537.75-----6-------------------
2022.12
79.6-----84.353-------------------------
2024.02
79.5----74.584.659.8------91.467.169.498.890.45485.384.995.384.473.682.969.249.875.747.178.53144
2025.12
79.4----7285.159-------------------------
2022.03
79.1-----86.2159.65-------------------------
2022.12
79.1-----84.654.4-------------------------
2025.12
79.1----69.984.853.7-------------------------
2024.02
79----73.984.158.5------90.169.26898.889.954.382.88494.981.975.580.965.348.674.848.578.329.941.6
2022.12
78.9-----83.754.6-------------------------
2025.12
78.8----71.383.858.3-------------------------
2024.02
78.5----7282.455------90.878.865.89888.349.678.181.896.183.468.468.56046.573.647.972.832.937.8
2022.03
78.48-----8344.64--611--------------------
2022.03
77.97-----83.7160.41-------------------------
2025.12
77.9----68.283.352.2-------------------------
2020.10
77.8----70.683.657.9-------------------------
2025.12
77.1----69.383.555.4-------------------------
2020.10
77----7084.756.6-------------------------
2024.11
76.875.5----8663.7-------------------------
2022.03
76.78-----84.5353.35-----6-------------------
2024.02
76.7----72.384.655.7------88.864.573.299.490.657.263.585.595.282.475.270.46140.279.252.666.82649.3
2024.11
76.674.4----8561.7-------------------------
2024.11
76.575.3----8663.6-------------------------
2024.02
75.9----68.983.447.6------87.768.964.397.286.938.887.479.795.784.273.956.358.641.757.546.765.525.729.1
2025.12
74.7----65.483.848.1-------------------------
2022.03
74.48-----81.534.76--501--------------------
2024.11
74.268.2----82.747.7-------------------------
2022.03
74.19-----80.1442.42-----2-------------------
2022.03
73.78-----81.3635.68--511--------------------
2022.03
73.76-----81.6439.55--400--------------------
2022.03
73.56-----75.2135.69-----5-------------------
2022.03
73.52-----80.7733.52-----5-------------------
2024.02
73.3----65.278.344.1------8772.859.297.585.351.459.978.791.672.969.861.555.632.466.64055.915.725.1
2022.03
73.11-----81.734.96-----4-------------------
2024.11
72.969.2----81.153.4-------------------------
2022.12
72.7----65.384.549.3------89.458.466.790.489.133.781.182.296.284.774.950.857.643.565.943.177.224.831.6
2024.11
72.368.3----84.647.9-------------------------
2024.11
7269.6----84.742-------------------------
2022.12
71.1-----83.359.2-------------------------
2025.12
70.9----51.569.125.8-------------------------
2025.12
70.9----63.183.646-------------------------
2025.12
70.5----728557.3-------------------------
2024.11
70.365.2----8342.4-------------------------
2024.02
69.1----57.677.126.9------8564.463.29786.35136.678.587.568.57434.330.633.212.52055.49.619.2
2022.03
69.07-----72.8125.29--200--------------------
2022.12
68.9----62.382.946.3------86.854.464.183.482.632.178.981.395.481.273.74957.741.552.332.864.432.739.7
2022.12
68.7-----81.358.3-------------------------
2024.11
68.371.8----83.863.5-------------------------
2022.12
67.9-----82.749.7-------------------------
2025.12
67.9----52.77926.1-------------------------
2024.11
67.559.6----81.130.3-------------------------
2024.11
67.362.4----82.337.6-------------------------
2022.03
66.25-----77.3237.52--620--------------------
2024.11
65.669.7----82.760.7-------------------------
2024.11
65.469.8----82.461.5-------------------------
2022.12
65.2----63.281.752.2------84.544.354.184.774.726.987.285.3957670.471.560.546.974.538.772.928.523.8
2022.03
64.34-----78.6445.78--621--------------------
2022.03
63.75-----77.630.96--630--------------------
2022.03
63.51-----77.2233.39--620--------------------
2022.12
63.5-----79.148.6-------------------------
2022.12
63.2----52.777.131.4------85.650.661.479.586.53840.879.791.571.765.541.434.434.118.126.455.416.524.8
2022.03
61.79-----70.7733.97--610--------------------
2022.03
59.72-----76.6654.08-------------------------
2024.11
59.364.3----79.753.8-------------------------
2024.11
58.461.5----78.347.6-------------------------
2024.11
57.564.3----77.757.7-------------------------
2024.11
57.364.8----77.159.9-------------------------
2024.11
57.263.4----78.454.7-------------------------
2024.11
55.362.5----78.853.3-------------------------
2024.11
54.659.3----75.747.7-------------------------
2024.11
4045.7----69.727.5-------------------------
2024.11
3641.1----60.626.6-------------------------
2024.11
27.649----70.948.4-------------------------
2024.11
21.244.3----66.745.1-------------------------
2024.11
18.932.1----52.723.7-------------------------
Showing 100 of 153 rows