Food101
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Food101N Imbalance Factor 20, raw noise (test)
85.3Top-1 Accuracy
15
Food101 novel classes
0.25MCE
15
Food101
86.7Clean Accuracy
13
Food101 (test)
74.2Accuracy
13
Food101 5-way 5-shot (test)
79.59Accuracy (%)
13
Food101 5-way 2-shot
64.18Accuracy
13
Food101
0.05CovGap
12
Food101
90.9Accuracy (Zero-Shot)
12
Food101
0.05CovGap
12
Food101 Base-to-Novel
90.73Accuracy (Base Split)
12
Food101 New classes
92.05Accuracy
12
Food101
75Score
12
Food101
87.45Accuracy
12
Food101-LT 10-task setting
59.38Average Mean Accuracy
10
Food101-LT 5-task setting
65.19Average Mean Accuracy (AMean)
10
Food101 10-task setting (test)
74.57Average Mean Accuracy
10
Food101
57.84Robust Accuracy
10
Food101
64.16MiniGPT-4 Score
10
Food101
89.95Accuracy
9
Food101-LT
77.01Last Task Accuracy (AT)
9
Food101 High-budget regime, cycles 14-20
0.805AULC
9
Food101
60.8Accuracy (Robust, PGD-100, eps=1/255)
9
Food101
83.89Accuracy (Clean)
9
Food101 Pathological Non-IID (test)
92.73Accuracy
9
Food101 4-shot
91.4Accuracy
8