Topic Modeling on CIFAR100, Food101, SUN397 Averaged (test)
42.57Intruder Detection Accuracy (CI)SAE-TM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAE-TMNum. Topics=502025.11 | 42.57 | 85.05 | 3.7 | |
| CombinedTMNum. Topics=502025.11 | 42.3 | 79.39 | 3.82 | |
| TSCTMNum. Topics=502025.11 | 40.51 | 80.4 | 3.91 | |
| SAE-TMNum. Topics=1002025.11 | 40.11 | 85.67 | 3.54 | |
| SAE-TMNum. Topics=2002025.11 | 38.59 | 85.53 | 3.54 | |
| TSCTMNum. Topics=1002025.11 | 38.46 | 80.33 | 3.84 | |
| SAE-TMNum. Topics=3002025.11 | 37.57 | 85.05 | 3.53 | |
| SAE-TMNum. Topics=5002025.11 | 36.54 | 84.43 | 3.53 | |
| DecTMNum. Topics=502025.11 | 35.2 | 69.18 | 3.94 | |
| CombinedTMNum. Topics=1002025.11 | 35.11 | 59.65 | 3.82 | |
| TSCTMNum. Topics=2002025.11 | 34.69 | 72.61 | 3.82 | |
| FASTopicNum. Topics=502025.11 | 34.44 | 69.56 | 3.54 | |
| DecTMNum. Topics=1002025.11 | 33.96 | 64.44 | 3.93 | |
| FASTopicNum. Topics=1002025.11 | 33 | 70.06 | 3.54 | |
| FASTopicNum. Topics=3002025.11 | 32.68 | 69.94 | 3.55 | |
| FASTopicNum. Topics=2002025.11 | 32.28 | 68.14 | 3.57 | |
| AVITMNum. Topics=502025.11 | 31.12 | 78.52 | 3.44 | |
| FASTopicNum. Topics=5002025.11 | 31.05 | 67.27 | 3.53 | |
| AVITMNum. Topics=1002025.11 | 30.64 | 78.11 | 3.4 | |
| TSCTMNum. Topics=3002025.11 | 30.15 | 57.39 | 3.82 | |
| AVITMNum. Topics=2002025.11 | 28.88 | 76.78 | 3.36 | |
| AVITMNum. Topics=3002025.11 | 28.4 | 75.74 | 3.35 | |
| DecTMNum. Topics=2002025.11 | 28.32 | 45.73 | 3.94 | |
| AVITMNum. Topics=5002025.11 | 27.9 | 74.06 | 3.36 | |
| TSCTMNum. Topics=5002025.11 | 25.28 | 39.81 | 3.83 | |
| CombinedTMNum. Topics=2002025.11 | 23.16 | 30.8 | 3.8 | |
| CombinedTMNum. Topics=3002025.11 | 21.62 | 28.74 | 3.83 | |
| ETMNum. Topics=502025.11 | 20.46 | 42.15 | 3.43 | |
| CombinedTMNum. Topics=5002025.11 | 20.29 | 26.56 | 3.8 | |
| NSTMNum. Topics=502025.11 | 19.57 | 63.88 | 2.79 | |
| ETMNum. Topics=1002025.11 | 19.44 | 35.63 | 3.51 | |
| NSTMNum. Topics=2002025.11 | 19.41 | 67.9 | 2.71 | |
| ETMNum. Topics=2002025.11 | 19.33 | 28.85 | 3.58 | |
| NSTMNum. Topics=3002025.11 | 19.09 | 67.76 | 2.67 | |
| ETMNum. Topics=3002025.11 | 18.67 | 24.45 | 3.62 | |
| NSTMNum. Topics=5002025.11 | 18.48 | 70 | 2.63 | |
| NSTMNum. Topics=1002025.11 | 18.34 | 65.65 | 2.73 | |
| ETMNum. Topics=5002025.11 | 18.25 | 19.93 | 3.67 | |
| DVAENum. Topics=2002025.11 | 16.94 | 10.05 | 3.2 | |
| DVAENum. Topics=502025.11 | 16.93 | 5.75 | 3.64 | |
| DecTMNum. Topics=3002025.11 | 16.4 | 16.58 | 3.74 | |
| DecTMNum. Topics=5002025.11 | 16.3 | 11.81 | 3.81 | |
| DVAENum. Topics=5002025.11 | 16.25 | 7.44 | 3.11 | |
| DVAENum. Topics=3002025.11 | 16.08 | 6.2 | 3.16 | |
| DVAENum. Topics=1002025.11 | 16.06 | 5.64 | 3.51 |