Image Classification on ImageNet 1k (val) (Accuracy & FLOPs Profile)
75.8Top-1 AccMixNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MixNetType=NAS, FLOP range=200-320 M2019.06 | 75.8 | 256 | |
| DiCENet-E300-B2048Type=Manual, Training Epochs=300, Batch Size=2048, EMA=true, Label Smoothing=true, FLOP range=200-320 M2019.06 | 75.7 | 298 | |
| MobileNetv3Type=NAS, FLOP range=200-320 M2019.06 | 75.2 | 219 | |
| FBNetType=NAS, FLOP range=200-320 M2019.06 | 74.1 | 295 | |
| MNASNetType=NAS, FLOP range=200-320 M2019.06 | 74 | 317 | |
| DiCENet-E150-B512Type=Manual, Training Epochs=150, Batch Size=512, EMA=false, Label Smoothing=false, FLOP range=200-320 M2019.06 | 72.9 | 298 | |
| ESPNetv2Type=Manual, FLOP range=200-320 M2019.06 | 72.1 | 284 | |
| DiCENet-E300-B2048Type=Manual, Training Epochs=300, Batch Size=2048, EMA=true, Label Smoothing=true, FLOP range=131-170 M2019.06 | 72 | 139 | |
| MobileNetv2Type=Manual, FLOP range=200-320 M2019.06 | 71.8 | 300 | |
| ShuffleNetv2Type=Manual, FLOP range=200-320 M2019.06 | 71.8 | 292 | |
| CondenseNetType=Manual, FLOP range=200-320 M2019.06 | 71 | 274 | |
| DiCENet-E150-B512Type=Manual, Training Epochs=150, Batch Size=512, EMA=false, Label Smoothing=false, FLOP range=131-170 M2019.06 | 69.5 | 139 | |
| DiCENet-E300-B2048Type=Manual, Training Epochs=300, Batch Size=2048, EMA=true, Label Smoothing=true, FLOP range=91-130 M2019.06 | 69.3 | 98 | |
| MobileNetv2Type=Manual, FLOP range=131-170 M2019.06 | 68.7 | 153 | |
| DiCENet-E300-B2048Type=Manual, Training Epochs=300, Batch Size=2048, EMA=true, Label Smoothing=true, FLOP range=61-90 M2019.06 | 68.5 | 70 | |
| MobileNetType=Manual, FLOP range=200-320 M2019.06 | 68.4 | 317 | |
| ShuffleNetv2Type=Manual, FLOP range=131-170 M2019.06 | 68.1 | 142 | |
| ESPNetv2Type=Manual, FLOP range=91-130 M2019.06 | 67.9 | 124 | |
| DiCENet-E150-B512Type=Manual, Training Epochs=150, Batch Size=512, EMA=false, Label Smoothing=false, FLOP range=91-130 M2019.06 | 67.8 | 98 | |
| MobileNetv3Type=NAS, FLOP range=61-90 M2019.06 | 67.4 | 66 | |
| MNASNetType=NAS, FLOP range=91-130 M2019.06 | 67.3 | 103 | |
| FBNetType=NAS, FLOP range=91-130 M2019.06 | 67 | 92 | |
| DiCENet-E150-B512Type=Manual, Training Epochs=150, Batch Size=512, EMA=false, Label Smoothing=false, FLOP range=61-90 M2019.06 | 66.5 | 70 | |
| MobileNetv2Type=Manual, FLOP range=91-130 M2019.06 | 66.4 | 107 | |
| ESPNetv2Type=Manual, FLOP range=61-90 M2019.06 | 66.1 | 86 | |
| MobileNetType=Manual, FLOP range=131-170 M2019.06 | 65.3 | 162 | |
| FBNetType=NAS, FLOP range=61-90 M2019.06 | 65.3 | 72 | |
| DiCENet-E300-B2048Type=Manual, Training Epochs=300, Batch Size=2048, EMA=true, Label Smoothing=true, FLOP range=21-60 M2019.06 | 65.1 | 46 | |
| MobileNetv2Type=Manual, FLOP range=61-90 M2019.06 | 63.9 | 71 | |
| DiCENet-E150-B512Type=Manual, Training Epochs=150, Batch Size=512, EMA=false, Label Smoothing=false, FLOP range=21-60 M2019.06 | 62.8 | 46 | |
| MNASNetType=NAS, FLOP range=61-90 M2019.06 | 62.4 | 76 | |
| MobileNetType=Manual, FLOP range=91-130 M2019.06 | 61.7 | 110 | |
| MobileNetv2Type=Manual, FLOP range=21-60 M2019.06 | 61 | 50 | |
| ShuffleNetv2Type=Manual, FLOP range=21-60 M2019.06 | 59.7 | 41 | |
| MobileNetType=Manual, FLOP range=61-90 M2019.06 | 59.1 | 77 | |
| MobileNetType=Manual, FLOP range=21-60 M2019.06 | 56.3 | 49 | |
| DiCENet-E300-B2048Type=Manual, Training Epochs=300, Batch Size=2048, EMA=true, Label Smoothing=true, FLOP range=10-20 M2019.06 | 48.2 | 14 | |
| DiCENet-E150-B512Type=Manual, Training Epochs=150, Batch Size=512, EMA=false, Label Smoothing=false, FLOP range=10-20 M2019.06 | 46.2 | 14 | |
| MobileNetv2Type=Manual, FLOP range=10-20 M2019.06 | 45.5 | 11 | |
| DiCENet-E300-B2048Type=Manual, Training Epochs=300, Batch Size=2048, EMA=true, Label Smoothing=true, FLOP range=< 10 M2019.06 | 43.1 | 6.5 | |
| MobileNetType=Manual, FLOP range=10-20 M2019.06 | 41.5 | 14 | |
| DiCENet-E150-B512Type=Manual, Training Epochs=150, Batch Size=512, EMA=false, Label Smoothing=false, FLOP range=< 10 M2019.06 | 40.6 | 6.5 | |
| ShuffleNetv2Type=Manual, FLOP range=< 10 M2019.06 | 39.1 | 8 |