Optic Flow Estimation on MVSEC (indoor_flying1)
0.48AEELC-Flow
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LC-FlowType=SL, Inference Interval=Inference on MVSEC image frequency2026.05 | 0.48 | 0.2 | 0.32 | |
| FireNet+2020.03 | 0.56 | 1 | — | |
| EV-FlowNet* [56]dt=1, Recurrent=false2021.06 | 0.58 | 0 | — | |
| Zhu et al.Quantization=No, Type=Analog2022.11 | 0.58 | — | — | |
| EV-FlowNetdt=12021.06 | 0.6 | 0.51 | — | |
| RNN-EV-FlowNetdt=12021.06 | 0.62 | 0.97 | — | |
| Leaky-EV-FlowNetdt=12021.06 | 0.71 | 0.6 | — | |
| LIF-EV-FlowNetdt=12021.06 | 0.71 | 1.41 | — | |
| XLIF-EV-FlowNetdt=12021.06 | 0.73 | 0.92 | — | |
| PLIF-EV-FlowNetdt=12021.06 | 0.75 | 0.85 | — | |
| FSFN_FPQuantization=No, Type=Spiking, Avg. spikes (%)=9.112022.11 | 0.82 | — | — | |
| Hybrid-EV-FlowNet* [26]dt=1, Recurrent=false2021.06 | 0.84 | — | — | |
| Spike-FlowNetQuantization=No, Type=Hybrid, Avg. spikes (%)=1.112022.11 | 0.84 | — | — | |
| FSFN_HP-ADCQuantization=Yes, Type=Spiking, Avg. spikes (%)=11.612022.11 | 0.85 | — | — | |
| FSFN_ADC-Less 64Quantization=Yes, Type=Spiking, Avg. spikes (%)=8.142022.11 | 0.88 | — | — | |
| FireNetdt=12021.06 | 0.89 | 1.93 | — | |
| Leaky-FireNetdt=12021.06 | 0.9 | 2.66 | — | |
| PLIF-FireNetdt=12021.06 | 0.9 | 1.93 | — | |
| FSFN_ADC-Less 32Quantization=Yes, Type=Spiking, Avg. spikes (%)=7.682022.11 | 0.91 | — | — | |
| FSFN_ADC-Less 128Quantization=Yes, Type=Spiking, Avg. spikes (%)=8.362022.11 | 0.94 | — | — | |
| RNN-FireNetdt=12021.06 | 0.96 | 2.6 | — | |
| LIF-FireNetdt=12021.06 | 0.98 | 2.48 | — | |
| XLIF-FireNetdt=12021.06 | 0.98 | 2.75 | — | |
| LC-FlowType=SL, Inference Interval=Inference on Δt = 0.05s2026.05 | 0.98 | 1.46 | — | |
| ALIF-EV-FlowNetdt=12021.06 | 1 | 2.46 | — | |
| EVFlow2020.03 | 1.03 | 2.2 | — | |
| EV-FlowNet* [54]dt=1, Recurrent=false2021.06 | 1.03 | 2.2 | — | |
| EV-FlowNetQuantization=No, Type=Analog2022.11 | 1.03 | — | — | |
| ALIF-FireNetdt=12021.06 | 1.04 | 3.02 | — | |
| Zeros2020.03 | 1.1 | 1 | — | |
| TripletType=MB, Inference Interval=Inference on MVSEC image frequency2026.05 | 1.1 | 2.9 | — | |
| TEGBPType=MB, Inference Interval=Inference on Δt = 0.05s2026.05 | 1.14 | 6.25 | — | |
| Zero prediction2022.11 | 1.29 | — | — | |
| ARMSType=MB, Inference Interval=Inference on MVSEC image frequency2026.05 | 1.52 | — | — | |
| EV-FlowNetdt=42021.06 | 2.16 | 21.51 | — | |
| EV-FlowNet* [56]dt=4, Recurrent=false2021.06 | 2.18 | 24.2 | — | |
| RNN-EV-FlowNetdt=42021.06 | 2.23 | 22.1 | — | |
| Hybrid-EV-FlowNet* [26]dt=4, Recurrent=false2021.06 | 2.24 | — | — | |
| EV-FlowNet* [54]dt=4, Recurrent=false2021.06 | 2.25 | 24.7 | — | |
| Leaky-EV-FlowNetdt=42021.06 | 2.59 | 30.71 | — | |
| LIF-EV-FlowNetdt=42021.06 | 2.63 | 29.55 | — | |
| XLIF-EV-FlowNetdt=42021.06 | 2.72 | 31.69 | — | |
| PLIF-EV-FlowNetdt=42021.06 | 2.8 | 34.34 | — | |
| FireNetdt=42021.06 | 3.35 | 42.5 | — | |
| Leaky-FireNetdt=42021.06 | 3.42 | 42.03 | — | |
| PLIF-FireNetdt=42021.06 | 3.44 | 44.02 | — | |
| RNN-FireNetdt=42021.06 | 3.64 | 46.54 | — | |
| LIF-FireNetdt=42021.06 | 3.72 | 48.27 | — | |
| XLIF-FireNetdt=42021.06 | 3.73 | 47.89 | — | |
| ALIF-EV-FlowNetdt=42021.06 | 3.81 | 50.36 | — | |
| ALIF-FireNetdt=42021.06 | 3.94 | 52.35 | — | |
| VecKMType=SL, Inference Interval=Inference on MVSEC image frequency2026.05 | — | — | 0.97 |