Hi David,
here are some preliminary results on CIFAR10. As discussed, there are some experiments with different seed_optimization and seed_weights.
Is this kind of what you had in mind?
PS: I didn't fit a gaussian to the scatter plots yet, I just did a linear regression.
Results: fixed seed_weight, changing seed_optimization
so | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | 75 | 76 | 77 | 78 | 79 | 80 | 81 | 82 | 83 | 84 | 85 | 86 | 87 | 88 | 89 | 90 | 91 | 92 | 93 | 94 | 95 | 96 | 97 | 98 | 99 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
val | sw=0 | 79.33 | 79.22 | 79.40 | 79.18 | 79.44 | 79.45 | 79.65 | 79.29 | 79.37 | 79.16 | 79.23 | 79.54 | 79.23 | 79.13 | 79.14 | 79.24 | 79.22 | 79.68 | 79.21 | 78.98 | 78.94 | 79.09 | 79.39 | 79.21 | 79.65 | 79.67 | 79.29 | 79.38 | 79.25 | 79.76 | 79.10 | 79.12 | 79.07 | 79.08 | 79.55 | 79.33 | 79.43 | 79.68 | 79.44 | 79.19 | 79.14 | 79.24 | 79.66 | 79.17 | 79.17 | 79.14 | 79.46 | 79.25 | 79.58 | 79.02 | 79.32 | 78.95 | 79.22 | 79.68 | 79.16 | 79.45 | 79.94 | 79.31 | 78.99 | 79.64 | 79.50 | 79.38 | 79.21 | 79.74 | 79.81 | 79.10 | 79.16 | 79.87 | 79.25 | 79.13 | 78.97 | 79.30 | 79.57 | 79.49 | 79.80 | 79.35 | 79.39 | 79.00 | 79.57 | 79.31 | 79.52 | 79.22 | 79.46 | 79.20 | 79.23 | 79.47 | 79.30 | 79.14 | 79.49 | 79.35 | 79.40 | 79.74 | 79.31 | 79.52 | 79.31 | 79.46 | 79.23 | 79.62 | 79.26 | 79.43 |
test | sw=0 | 77.99 | 78.41 | 78.07 | 77.93 | 78.66 | 78.71 | 78.75 | 78.38 | 78.27 | 78.68 | 78.69 | 78.35 | 78.06 | 78.24 | 78.16 | 78.32 | 78.14 | 78.55 | 78.64 | 78.41 | 78.25 | 78.02 | 77.71 | 78.36 | 78.08 | 78.62 | 78.56 | 78.16 | 78.34 | 78.52 | 78.28 | 78.23 | 78.56 | 78.28 | 78.67 | 78.47 | 78.68 | 78.41 | 79.17 | 79.01 | 78.39 | 78.85 | 78.18 | 78.79 | 78.06 | 78.89 | 78.20 | 77.90 | 79.29 | 77.54 | 78.32 | 78.10 | 78.83 | 79.24 | 77.95 | 78.89 | 78.50 | 78.34 | 77.63 | 79.19 | 78.92 | 78.52 | 78.92 | 78.25 | 78.23 | 78.29 | 78.28 | 79.17 | 78.87 | 78.25 | 77.99 | 78.92 | 78.58 | 77.51 | 78.37 | 79.48 | 78.57 | 77.60 | 78.15 | 78.56 | 78.08 | 78.16 | 78.27 | 78.17 | 78.25 | 78.39 | 78.10 | 78.63 | 78.95 | 78.96 | 78.99 | 79.07 | 78.40 | 78.98 | 78.18 | 78.96 | 78.50 | 78.72 | 79.01 | 78.30 |
Results: fixed seed_optimization, changing seed_weight
sw | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | 75 | 76 | 77 | 78 | 79 | 80 | 81 | 82 | 83 | 84 | 85 | 86 | 87 | 88 | 89 | 90 | 91 | 92 | 93 | 94 | 95 | 96 | 97 | 98 | 99 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
val | so=0 | 79.33 | 79.56 | 78.95 | 79.29 | 79.54 | 79.15 | 79.30 | 79.39 | 78.99 | 79.30 | 79.48 | 79.26 | 79.41 | 79.05 | 79.54 | 79.35 | 79.48 | 79.38 | 79.29 | 79.05 | 79.24 | 79.40 | 79.02 | 79.47 | 79.56 | 79.53 | 79.47 | 79.08 | 79.41 | 79.82 | 79.50 | 79.59 | 79.68 | 79.16 | 79.15 | 79.34 | 79.74 | 79.90 | 79.45 | 79.37 | 79.51 | 79.29 | 79.62 | 79.42 | 79.18 | 79.26 | 79.43 | 79.21 | 79.55 | 79.45 | 79.71 | 79.32 | 79.20 | 79.54 | 79.31 | 79.42 | 79.06 | 79.64 | 79.43 | 79.50 | 79.48 | 79.46 | 79.25 | 79.49 | 79.77 | 79.11 | 79.37 | 79.83 | 79.61 | 79.34 | 79.38 | 79.53 | 79.66 | 79.27 | 79.42 | 79.67 | 79.65 | 79.78 | 79.62 | 79.59 | 79.39 | 79.51 | 79.69 | 78.95 | 79.53 | 79.38 | 79.43 | 79.55 | 79.35 | 79.57 | 79.41 | 79.62 | 79.13 | 79.91 | 79.56 | 79.41 | 79.05 | 79.19 | 79.15 | 79.49 |
test | so=0 | 77.99 | 77.68 | 77.66 | 78.66 | 78.23 | 78.44 | 79.23 | 78.55 | 77.77 | 78.38 | 78.38 | 78.04 | 78.27 | 77.87 | 78.58 | 78.40 | 78.40 | 78.83 | 78.60 | 77.69 | 77.68 | 78.66 | 78.32 | 78.62 | 78.58 | 77.79 | 78.54 | 78.70 | 78.51 | 78.38 | 78.39 | 78.52 | 78.07 | 78.09 | 77.67 | 79.08 | 78.23 | 78.10 | 78.41 | 78.53 | 78.24 | 78.88 | 78.49 | 78.96 | 77.86 | 77.70 | 78.67 | 78.21 | 78.93 | 78.42 | 78.23 | 78.39 | 78.24 | 78.89 | 78.36 | 78.15 | 78.71 | 78.68 | 78.39 | 78.86 | 78.85 | 78.89 | 78.73 | 78.47 | 78.73 | 78.27 | 78.71 | 79.06 | 78.18 | 78.20 | 78.73 | 78.10 | 78.79 | 78.42 | 78.57 | 78.49 | 78.68 | 78.30 | 78.81 | 78.46 | 78.07 | 78.60 | 79.01 | 78.29 | 78.82 | 78.81 | 78.45 | 78.31 | 78.81 | 78.80 | 78.52 | 78.38 | 78.46 | 78.35 | 78.82 | 78.28 | 78.12 | 78.22 | 78.31 | 78.43 |
Results: accuracy matrix on val
so | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | avg |
---|---|---|---|---|---|---|---|---|---|---|---|
sw | |||||||||||
0 | 79.33 | 79.22 | 79.40 | 79.18 | 79.44 | 79.45 | 79.65 | 79.29 | 79.37 | 79.16 | 79.35 |
1 | 79.56 | 79.41 | 79.58 | 79.46 | 79.81 | 79.83 | 79.39 | 79.61 | 79.81 | 79.49 | 79.59 |
2 | 78.95 | 79.46 | 79.39 | 79.07 | 79.21 | 79.32 | 79.83 | 79.47 | 79.07 | 79.25 | 79.30 |
3 | 79.29 | 79.28 | 79.34 | 79.42 | 79.28 | 79.32 | 79.46 | 79.19 | 79.92 | 79.00 | 79.35 |
4 | 79.54 | 79.50 | 79.66 | 79.33 | 78.98 | 79.05 | 79.13 | 79.31 | 79.58 | 79.43 | 79.35 |
5 | 79.15 | 79.36 | 79.72 | 79.68 | 79.17 | 79.29 | 79.61 | 79.88 | 79.35 | 79.60 | 79.48 |
6 | 79.30 | 79.21 | 79.73 | 79.45 | 79.26 | 79.68 | 79.20 | 79.15 | 79.22 | 79.15 | 79.34 |
7 | 79.39 | 79.41 | 79.28 | 79.13 | 80.10 | 79.47 | 79.50 | 79.06 | 79.58 | 79.63 | 79.46 |
8 | 78.99 | 79.35 | 79.39 | 79.32 | 79.33 | 79.68 | 79.39 | 79.38 | 79.58 | 79.50 | 79.39 |
9 | 79.30 | 79.38 | 79.57 | 79.74 | 79.27 | 79.39 | 79.28 | 79.60 | 79.76 | 79.35 | 79.46 |
avg | 79.28 | 79.36 | 79.51 | 79.38 | 79.39 | 79.45 | 79.44 | 79.39 | 79.52 | 79.36 |
Results: accuracy matrix on test
so | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | avg |
---|---|---|---|---|---|---|---|---|---|---|---|
sw | |||||||||||
0 | 77.99 | 78.41 | 78.07 | 77.93 | 78.66 | 78.71 | 78.75 | 78.38 | 78.27 | 78.68 | 78.38 |
1 | 77.68 | 78.57 | 78.88 | 78.65 | 79.19 | 78.51 | 79.02 | 78.51 | 78.87 | 78.70 | 78.66 |
2 | 77.66 | 79.07 | 78.07 | 78.32 | 78.02 | 78.71 | 79.11 | 78.52 | 77.71 | 78.16 | 78.34 |
3 | 78.66 | 78.31 | 78.64 | 78.40 | 78.57 | 78.61 | 77.52 | 78.24 | 78.63 | 78.08 | 78.37 |
4 | 78.23 | 78.57 | 78.44 | 78.67 | 78.42 | 78.07 | 78.08 | 78.47 | 79.12 | 78.27 | 78.43 |
5 | 78.44 | 78.83 | 78.45 | 78.84 | 78.16 | 78.94 | 78.68 | 78.95 | 78.52 | 78.59 | 78.64 |
6 | 79.23 | 79.00 | 79.18 | 78.28 | 77.69 | 78.97 | 78.08 | 78.77 | 78.13 | 78.34 | 78.57 |
7 | 78.55 | 78.39 | 78.38 | 78.32 | 78.40 | 78.25 | 78.02 | 77.98 | 78.26 | 78.47 | 78.30 |
8 | 77.77 | 78.32 | 79.20 | 78.28 | 78.51 | 78.77 | 78.31 | 78.03 | 77.88 | 78.89 | 78.40 |
9 | 78.38 | 78.62 | 78.74 | 78.58 | 78.60 | 79.19 | 78.34 | 78.82 | 78.93 | 78.83 | 78.70 |
avg | 78.26 | 78.61 | 78.60 | 78.43 | 78.42 | 78.67 | 78.39 | 78.47 | 78.43 | 78.50 |