Image Classification on ImageNet 1k (val) (Accuracy & Latency)
84.41Top-1 AccuracyViT-Base
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ViT-Basecondition=Original2024.03 | 84.41 | 111.1 | |
| DC-ViT-BMACs=15.5 x 10^9, Number of compressed blocks (k)=1, Number of training samples=10002024.03 | 83.78 | 101.9 | |
| DC-ViT-BMACs=15.5 x 10^9, Number of compressed blocks (k)=1, Number of training samples=5002024.03 | 83.73 | 101.9 | |
| DC-ViT-BMACs=15.5 x 10^9, Number of compressed blocks (k)=1, Number of training samples=1002024.03 | 83.3 | 101.9 | |
| DC-ViT-BMACs=15.5 x 10^9, Number of compressed blocks (k)=1, Number of training samples=502024.03 | 82.88 | 101.9 | |
| DC-ViT-BMACs=14.1 x 10^9, Number of compressed blocks (k)=2, Number of training samples=502024.03 | 80.59 | 93.5 | |
| DC-ViT-BMACs=12.7 x 10^9, Number of compressed blocks (k)=3, Number of training samples=5002024.03 | 80.18 | 84.9 | |
| PRACTISEMACs=15.5 x 10^9, Number of compressed blocks (k)=1, Number of training samples=100, implemented_by_us=true2024.03 | 75.69 | 103.2 | |
| PRACTISEMACs=15.5 x 10^9, Number of compressed blocks (k)=1, Number of training samples=1000, implemented_by_us=true2024.03 | 74.71 | 103.2 | |
| PRACTISEMACs=15.5 x 10^9, Number of compressed blocks (k)=1, Number of training samples=500, implemented_by_us=true2024.03 | 73.32 | 103.2 | |
| PRACTISEMACs=15.5 x 10^9, Number of compressed blocks (k)=1, Number of training samples=50, implemented_by_us=true2024.03 | 71.28 | 103.2 | |
| PRACTISEMACs=12.7 x 10^9, Number of compressed blocks (k)=3, Number of training samples=500, Training epochs=60002024.03 | 70.54 | 85.9 | |
| PRACTISEMACs=12.7 x 10^9, Number of compressed blocks (k)=3, Number of training samples=500, implemented_by_us=true2024.03 | 70.03 | 85.9 | |
| PRACTISEMACs=14.1 x 10^9, Number of compressed blocks (k)=2, Number of training samples=50, Training epochs=40002024.03 | 69.87 | 94.7 | |
| PRACTISEMACs=14.1 x 10^9, Number of compressed blocks (k)=2, Number of training samples=50, implemented_by_us=true2024.03 | 69.7 | 94.7 |