Object Recognition on ORBIT Clutter Videos 14 (test)
66.3Frame AccuracyProtoNets + LITE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoNets + LITEImage Size=224, Backbone=EfficientNet-B0, LITE=true, Test-time MACS=1.21T, Test-time Steps=1F, Test-time Time=1.72s, Parameters=4.01M2021.07 | 66.3 | 72.9 | |
| Simple CNAPs + LITEImage Size=224, Backbone=EfficientNet-B0, LITE=true, Test-time MACS=3.39T, Test-time Steps=1F, Test-time Time=2.92s, Parameters=5.67M2021.07 | 65.6 | 71.9 | |
| MAMLImage Size=224, Backbone=EfficientNet-B0, LITE=false, Test-time MACS=36.31T, Test-time Steps=15FB, Test-time Time=117.89s, Parameters=4.01M2021.07 | 64.6 | 69.4 | |
| CNAPS + LITEImage Size=224, Backbone=EfficientNet-B0, LITE=true, Test-time MACS=3.38T, Test-time Steps=1F, Test-time Time=2.85s, Parameters=10.59M2021.07 | 63.3 | 69.2 | |
| FineTunerImage Size=224, Backbone=EfficientNet-B0, LITE=false, Test-time MACS=121.02T, Test-time Steps=50FB, Test-time Time=139.99s, Parameters=4.01M2021.07 | 63.1 | 66.9 | |
| ProtoNets + LITEImage Size=224, Backbone=ResNet-18, LITE=true, Test-time MACS=5.47T, Test-time Steps=1F, Test-time Time=1.07s, Parameters=11.18M2021.07 | 61.4 | 68.5 | |
| MAMLImage Size=224, Backbone=ResNet-18, LITE=false, Test-time MACS=163.97T, Test-time Steps=15FB, Test-time Time=65.22s, Parameters=11.18M2021.07 | 59.3 | 64.3 | |
| CNAPS + LITEImage Size=224, Backbone=ResNet-18, LITE=true, Test-time MACS=7.64T, Test-time Steps=1F, Test-time Time=2.11s, Parameters=12.76M2021.07 | 58.2 | 62.5 | |
| Simple CNAPs + LITEImage Size=224, Backbone=ResNet-18, LITE=true, Test-time MACS=7.64T, Test-time Steps=1F, Test-time Time=2.14s, Parameters=11.97M2021.07 | 57.5 | 64.6 | |
| FineTunerImage Size=224, Backbone=ResNet-18, LITE=false, Test-time MACS=546.57T, Test-time Steps=50FB, Test-time Time=96.23s, Parameters=11.18M2021.07 | 56.7 | 61.3 | |
| Simple CNAPSImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=3.48T, Test-time Steps=1F, Test-time Time=1.01s, Parameters=11.97M2021.07 | 53.9 | 62 | |
| FineTunerImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=317.70T, Test-time Steps=50FB, Test-time Time=53.94s, Parameters=11.17M2021.07 | 53.7 | 63.1 | |
| MAMLImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=95.31T, Test-time Steps=15FB, Test-time Time=36.98s, Parameters=11.17M2021.07 | 51.7 | 57.9 | |
| CNAPSImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=3.48T, Test-time Steps=1F, Test-time Time=0.98s, Parameters=12.75M2021.07 | 51.5 | 59.5 | |
| ProtoNetsImage Size=84, Backbone=ResNet-18, LITE=false, Test-time MACS=3.18T, Test-time Steps=1F, Test-time Time=0.73s, Parameters=11.17M2021.07 | 50.3 | 59.9 |