top tagging on Top Tagging Benchmark Dataset
0.9877AUCParT-f.t.
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ParT-f.t.Pre-training=JETCLASS, Fine-tuning=true2022.02 | 0.9877 | 0.944 | — | — | 2,766,130 | — | 69,115 | |
| PELICAN#Params=45k2023.05 | 0.987 | 0.942 | — | — | 2,289,204 | — | — | |
| LorentzNet#Params=224k2023.05 | 0.987 | 0.942 | — | — | 2,195,173 | — | — | |
| LorentzMACE#Params=228k2023.05 | 0.987 | 0.942 | — | — | 193,585 | — | — | |
| LorentzNet2022.02 | 0.9868 | 0.942 | — | — | 2,195,173 | — | 49,818 | |
| ParticleNet-f.t.Pre-training=JETCLASS, Fine-tuning=true2022.02 | 0.9866 | 0.942 | — | — | 177,180 | — | 4,879 | |
| partT#Params=2.14M2023.05 | 0.986 | 0.94 | — | — | 160,281 | — | — | |
| ParticleNetinitialization=randomly initialized weights, selection=median-accuracy training2019.02 | 0.9858 | 0.94 | 3,977 | 161,593 | — | — | — | |
| ParticleNet2022.02 | 0.9858 | 0.94 | — | — | 161,593 | — | 3,977 | |
| ParTTraining=from scratch2022.02 | 0.9858 | 0.94 | — | — | 160,281 | — | 41,316 | |
| PCT2022.02 | 0.9855 | 0.94 | — | — | 1,533,101 | — | 3,927 | |
| ParticleNet#Params=498k2023.05 | 0.985 | 0.938 | — | — | 129,846 | — | — | |
| rPCN2022.02 | 0.9845 | — | — | — | 164,293 | — | 3,649 | |
| ParticleNet-Liteinitialization=randomly initialized weights, selection=median-accuracy training2019.02 | 0.9844 | 0.937 | 3,255 | 126,249 | — | — | — | |
| ResNeXt-50initialization=randomly initialized weights, selection=median-accuracy training2019.02 | 0.9837 | 0.936 | 3,025 | 114,758 | — | — | — | |
| PFNuncertainty_source=spread in 10 trainings, source_reference=[52]2019.02 | 0.9819 | — | 2,473 | 88,817 | — | — | — | |
| PFN2022.02 | 0.9819 | — | — | — | 88,817 | — | 2,473 | |
| BIP#Params=4k2023.05 | 0.981 | 0.931 | — | — | 85,368 | — | — | |
| JEDI-netInput features=w/ ΣΟ2022.02 | 0.9807 | 0.93 | — | — | 774.6 | — | — | |
| P-CNNinitialization=randomly initialized weights, selection=median-accuracy training2019.02 | 0.9803 | 0.93 | 2,014 | 75,924 | — | — | — | |
| P-CNN2022.02 | 0.9803 | 0.93 | — | — | 75,924 | — | 2,014 | |
| EFN#Params=82k2023.05 | 0.979 | 0.927 | — | — | 88,817 | — | — | |
| nPELICANC_hidden=10, # Params=1012023.10 | 0.9748 | 0.921 | — | — | — | 327 | — | |
| nPELICANC_hidden=3, # Params=312023.10 | 0.973 | 0.919 | — | — | — | 256 | — | |
| TopoDNN#Params=59k2023.05 | 0.972 | 0.916 | — | — | 2,955 | — | — | |
| nPELICANC_hidden=2, # Params=212023.10 | 0.9718 | 0.918 | — | — | — | 243 | — | |
| LorentzNetn_hidden=3, # Params=1202023.10 | 0.966 | 0.907 | — | — | — | 174 | — | |
| LGN#Params=4.5k2023.05 | 0.964 | 0.929 | — | — | 43,595 | — | — | |
| LGN2022.02 | 0.964 | 0.929 | — | — | — | — | 43,595 | |
| nPELICANC_hidden=1, # Params=112023.10 | 0.95 | 0.895 | — | — | — | 81 | — |