Time-to-Collision Estimation

competition scenarios picture

This TTC benchmark includes 10 sequences, covering three main types of scenes: CCRs, CCRm, and Slider. You can directly download these data to evaluate your algorithm.

To submit the results of your method to the EvTTC leaderboard you must first apply for submission. Every application will be manually reviewed. Furthermore, the results you submit must comply with this specific data format.


Information about datasets used by the methods.
  • 8-mm Lens Camera Pair: Method uses data collected with the 8-mm lens camera pair
  • 16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair
  • Event Camera: Method uses events from Prophesee EVKv4
  • RGB Camera: Method uses images from FLIR Blackfly S




CCRs1-slow
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
7.54 0.031 6800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
2.56 3.833 6800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
45.11 0.081 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
15.15 0.156 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
39.57 \( 4.2\times10^{-5}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
5.37 0.036 6800H @ 3.2 Ghz (matlab)

CCRs1-medium
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
9.64 0.026 6800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
3.44 3.701 6800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
44.94 0.081 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
20.63 0.155 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
42.41 \( 3.9\times10^{-5}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
5.12 0.031 6800H @ 3.2 Ghz (matlab)

CCRs1-high
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
7.78 0.045 6800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
7.39 3.228 6800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
43.03 0.300 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
19.51 0.337 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
39.04 \(1.1\times10^{-5}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
5.12 0.031 6800H @ 3.2 Ghz (matlab)

CCRs2-low
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
8.15 0.024 6800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
5.04 3.246 6800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
48.83 0.350 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
25.83 0.169 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
37.09 \( 9.4\times10^{-6}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
3.76 0.031 6800H @ 3.2 Ghz (matlab)

CCRs2-medium
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
11.83 0.024 6800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
11.20 3.449 6800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
52.84 0.098 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
47.45 0.191 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
43.17 \(7.3\times10^{-6}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
3.85 0.031 6800H @ 3.2 Ghz (matlab)

CCRs2-high
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
13.68 0.028 6800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
11.10 3.826 6800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
49.46 0.127 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
49.62 0.165 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
42.43 \(6\times10^{-6}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
2.92 0.031 6800H @ 3.2 Ghz (matlab)

CCRm-low
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
9.87 0.031 6800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
9.27 3.658 6800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
71.05 0.059 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
75.78 0.116 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
26.95 \(1\times10^{-5}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
5.60 0.027 6800H @ 3.2 Ghz (matlab)

CCRm-medium
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
10.36 0.023 6800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
14.73 3.657 6800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
58.00 0.121 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
56.26 0.11 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
35.99 \(1.1\times10^{-5}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
3.86 0.026 6800H @ 3.2 Ghz (matlab)

Slider-750
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
8.95 0.015 5800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
4.16 0.85 5800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
18.99 0.498 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
34.45 0.186 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
157.88 \(1\times10^{-5}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
11.35 0.013 5800H @ 3.2 Ghz (matlab)

Slider-1000
Method Paper Code Setting \( e_{TTC} \) (%) ⬆️ Runtime (s) ⬆️ Environment
1 STRTTC paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
12.43 0.016 5800H @ 3.2 Ghz (matlab)
2 CMax paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
2.74 0.93 5800H @ 3.2 Ghz (matlab)
3 ETTCM paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
15.20 0.191 i7-13700K @ 3.4 Ghz (C++)
4 FAITH paper code
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
47.94 0.233 i7-13700K @ 3.4 Ghz (C++)
5 AEB-Tracker paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair Event Camera: Method uses events from Prophesee EVKv4
165.56 \(7.8\times10^{-6}\) i7-13700K @ 3.4 Ghz (C++)
6 Image's FoE paper
16-mm Lens Camera Pair: Method uses data collected with the 16-mm lens camera pair RGB Camera: Method uses images from FLIR Blackfly S
7.55 0.012 5800H @ 3.2 Ghz (matlab)