Event-based Single Object Tracking on VisEvent
37.4AUCSDTrack-Base
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SDTrack-BaseParam. (M)=107.26, Spiking Neuron=I-LIF, Timesteps (T × D)=1 × 4, Power (mJ)=30.522025.03 | 37.4 | 51.5 | |
| SDTrack-TinyParam. (M)=19.61, Spiking Neuron=I-LIF, Timesteps (T × D)=1 × 4, Power (mJ)=8.162025.03 | 35.6 | 49.2 | |
| SNNTrackParam. (M)=31.40, Spiking Neuron=BA-LIF, Timesteps (T × D)=5 × 1, Power (mJ)=8.252025.03 | 35.4 | 50.4 | |
| SDTrack-TinyParam. (M)=19.61, Spiking Neuron=LIF, Timesteps (T × D)=4 × 1, Power (mJ)=8.152025.03 | 35.4 | 48.7 | |
| SDTrack-TinyParam. (M)=19.61, Spiking Neuron=I-LIF, Timesteps (T × D)=2 × 2, Power (mJ)=9.872025.03 | 35.4 | 49.5 | |
| STNetParam. (M)=20.55, Spiking Neuron=LIF, Timesteps (T × D)=3 × 1, Power (mJ)=103.532025.03 | 35 | 50.3 | |
| SimTrackParam. (M)=88.64, Timesteps (T × D)=1 × 1, Power (mJ)=93.842025.03 | 34.6 | 47.6 | |
| HiT-BParam. (M)=42.22, Timesteps (T × D)=1 × 1, Power (mJ)=19.782025.03 | 34.6 | 47.6 | |
| STARKParam. (M)=28.23, Timesteps (T × D)=1 × 1, Power (mJ)=58.882025.03 | 34.1 | 46.8 | |
| GRMParam. (M)=99.83, Timesteps (T × D)=1 × 1, Power (mJ)=142.142025.03 | 33.4 | 47.7 | |
| ARTrack256Param. (M)=202.56, Timesteps (T × D)=1 × 1, Power (mJ)=174.802025.03 | 33 | 43.8 | |
| OSTrack256Param. (M)=92.52, Timesteps (T × D)=1 × 1, Power (mJ)=98.902025.03 | 32.7 | 46.4 | |
| PrDiMPTimesteps (T × D)=1 × 12025.03 | 32.2 | 46.9 | |
| HIPTrackParam. (M)=120.41, Timesteps (T × D)=1 × 1, Power (mJ)=307.742025.03 | 32.1 | 45.2 | |
| DiMPTimesteps (T × D)=1 × 12025.03 | 31.5 | 44.2 | |
| SeqTrack-B256Param. (M)=90.60, Timesteps (T × D)=1 × 1, Power (mJ)=302.682025.03 | 28.6 | 43.3 | |
| ATOMTimesteps (T × D)=1 × 12025.03 | 28.6 | 47.4 | |
| ODTrackParam. (M)=92.83, Timesteps (T × D)=1 × 1, Power (mJ)=335.802025.03 | 24.7 | 34.7 | |
| SiamRPNTimesteps (T × D)=1 × 12025.03 | 24.7 | 38.4 |