Size of Experiment Set = 35
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = Shi_Tomasi, Descriptor = BRISK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.1119
2
309
12.6142
14.7273
3
326
14.091
13.4904
4
322
16.6894
12.398
5
344
15.9082
12.6754
6
352
12.6787
-inf
7
317
11.9844
-inf
8
312
13.1241
-inf
9
311
13.0241
11.5126
10
286
11.1746
-inf
11
302
12.8086
11.3024
12
302
8.95978
11.6524
13
316
9.96439
11.7243
14
312
9.59863
11.8781
15
289
8.57352
9.33785
16
297
9.51617
11.3079
17
279
9.54658
11.4487
18
303
8.3988
9.12792
Performance Results (Detector = Shi_Tomasi, Descriptor = BRISK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.1119
2
309
12.6142
14.7273
3
326
14.091
13.4904
4
322
16.6894
12.398
5
344
15.9082
12.6754
6
352
12.6787
-inf
7
317
11.9844
-inf
8
312
13.1241
-inf
9
311
13.0241
11.5126
10
286
11.1746
-inf
11
302
12.8086
11.3024
12
302
8.95978
11.6524
13
316
9.96439
11.7243
14
312
9.59863
11.8781
15
289
8.57352
9.33785
16
297
9.51617
11.3079
17
279
9.54658
11.4487
18
303
8.3988
9.12792
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = Shi_Tomasi, Descriptor = BRIEF)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.8948
2
309
12.6142
13.1487
3
326
14.091
22.6781
4
322
16.6894
13.81
5
344
15.9082
12.1886
6
352
12.6787
15.1561
7
317
11.9844
18.3368
8
312
13.1241
12.3793
9
311
13.0241
12.463
10
286
11.1746
13.3448
11
302
12.8086
12.2
12
302
8.95978
12.2294
13
316
9.96439
12.3292
14
312
9.59863
12.7102
15
289
8.57352
12.9788
16
297
9.51617
11.3856
17
279
9.54658
13.6063
18
303
8.3988
7.75039
Performance Results (Detector = Shi_Tomasi, Descriptor = BRIEF)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.8948
2
309
12.6142
13.1487
3
326
14.091
22.6781
4
322
16.6894
13.81
5
344
15.9082
12.1886
6
352
12.6787
15.1561
7
317
11.9844
18.3368
8
312
13.1241
12.3793
9
311
13.0241
12.463
10
286
11.1746
13.3448
11
302
12.8086
12.2
12
302
8.95978
12.2294
13
316
9.96439
12.3292
14
312
9.59863
12.7102
15
289
8.57352
12.9788
16
297
9.51617
11.3856
17
279
9.54658
13.6063
18
303
8.3988
7.75039
Experiment has 2 result sets
ResultSet has 18 results
Performance Results (Detector = Shi_Tomasi, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.8801
2
309
12.6142
17.7333
3
326
14.091
11.6626
4
322
16.6894
12.1506
5
344
15.9082
12.3305
6
352
12.6787
15.1536
7
317
11.9844
15.0065
8
312
13.1241
12.1848
9
311
13.0241
11.274
10
286
11.1746
13.1345
11
302
12.8086
11.3027
12
302
8.95978
12.7698
13
316
9.96439
12.1119
14
312
9.59863
14.6845
15
289
8.57352
10.2642
16
297
9.51617
13.4357
17
279
9.54658
13.5261
18
303
8.3988
12.0906
Performance Results (Detector = Shi_Tomasi, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.8801
2
309
12.6142
17.7333
3
326
14.091
11.6626
4
322
16.6894
12.1506
5
344
15.9082
12.3305
6
352
12.6787
15.1536
7
317
11.9844
15.0065
8
312
13.1241
12.1848
9
311
13.0241
11.274
10
286
11.1746
13.1345
11
302
12.8086
11.3027
12
302
8.95978
12.7698
13
316
9.96439
12.1119
14
312
9.59863
14.6845
15
289
8.57352
10.2642
16
297
9.51617
13.4357
17
279
9.54658
13.5261
18
303
8.3988
12.0906
ResultSet has 18 results
Performance Results (Detector = Shi_Tomasi, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.8801
2
309
12.6142
17.7333
3
326
14.091
11.6626
4
322
16.6894
12.1506
5
344
15.9082
12.3305
6
352
12.6787
15.1536
7
317
11.9844
15.0065
8
312
13.1241
12.1848
9
311
13.0241
11.274
10
286
11.1746
13.1345
11
302
12.8086
11.3027
12
302
8.95978
12.7698
13
316
9.96439
12.1119
14
312
9.59863
14.6845
15
289
8.57352
10.2642
16
297
9.51617
13.4357
17
279
9.54658
13.5261
18
303
8.3988
12.0906
Performance Results (Detector = Shi_Tomasi, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.8801
2
309
12.6142
17.7333
3
326
14.091
11.6626
4
322
16.6894
12.1506
5
344
15.9082
12.3305
6
352
12.6787
15.1536
7
317
11.9844
15.0065
8
312
13.1241
12.1848
9
311
13.0241
11.274
10
286
11.1746
13.1345
11
302
12.8086
11.3027
12
302
8.95978
12.7698
13
316
9.96439
12.1119
14
312
9.59863
14.6845
15
289
8.57352
10.2642
16
297
9.51617
13.4357
17
279
9.54658
13.5261
18
303
8.3988
12.0906
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = Shi_Tomasi, Descriptor = FREAK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.6546
2
309
12.6142
13.1487
3
326
14.091
11.0399
4
322
16.6894
12.9162
5
344
15.9082
12.5939
6
352
12.6787
14.2385
7
317
11.9844
12.8908
8
312
13.1241
12.8515
9
311
13.0241
11.6077
10
286
11.1746
13.203
11
302
12.8086
11.8783
12
302
8.95978
11.7855
13
316
9.96439
12.26
14
312
9.59863
11.5161
15
289
8.57352
10.1
16
297
9.51617
18.0421
17
279
9.54658
12.963
18
303
8.3988
11.2811
Performance Results (Detector = Shi_Tomasi, Descriptor = FREAK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.6546
2
309
12.6142
13.1487
3
326
14.091
11.0399
4
322
16.6894
12.9162
5
344
15.9082
12.5939
6
352
12.6787
14.2385
7
317
11.9844
12.8908
8
312
13.1241
12.8515
9
311
13.0241
11.6077
10
286
11.1746
13.203
11
302
12.8086
11.8783
12
302
8.95978
11.7855
13
316
9.96439
12.26
14
312
9.59863
11.5161
15
289
8.57352
10.1
16
297
9.51617
18.0421
17
279
9.54658
12.963
18
303
8.3988
11.2811
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = Shi_Tomasi, Descriptor = SIFT)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.0746
2
309
12.6142
14.6503
3
326
14.091
14.3827
4
322
16.6894
12.9162
5
344
15.9082
13.4113
6
352
12.6787
15.1561
7
317
11.9844
13.935
8
312
13.1241
15.3284
9
311
13.0241
12.4803
10
286
11.1746
13.2947
11
302
12.8086
12.3562
12
302
8.95978
12.7698
13
316
9.96439
11.6194
14
312
9.59863
12.7102
15
289
8.57352
12.3541
16
297
9.51617
13.3159
17
279
9.54658
13.5261
18
303
8.3988
12.0881
Performance Results (Detector = Shi_Tomasi, Descriptor = SIFT)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.0746
2
309
12.6142
14.6503
3
326
14.091
14.3827
4
322
16.6894
12.9162
5
344
15.9082
13.4113
6
352
12.6787
15.1561
7
317
11.9844
13.935
8
312
13.1241
15.3284
9
311
13.0241
12.4803
10
286
11.1746
13.2947
11
302
12.8086
12.3562
12
302
8.95978
12.7698
13
316
9.96439
11.6194
14
312
9.59863
12.7102
15
289
8.57352
12.3541
16
297
9.51617
13.3159
17
279
9.54658
13.5261
18
303
8.3988
12.0881
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = HARRIS, Descriptor = BRISK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
-inf
2
309
12.6142
10.586
3
326
14.091
26.2905
4
322
16.6894
11.5792
5
344
15.9082
-inf
6
352
12.6787
nan
7
317
11.9844
11.6947
8
312
13.1241
17.6204
9
311
13.0241
nan
10
286
11.1746
-inf
11
302
12.8086
-inf
12
302
8.95978
-inf
13
316
9.96439
-inf
14
312
9.59863
nan
15
289
8.57352
-13.6263
16
297
9.51617
6.65726
17
279
9.54658
12.5848
18
303
8.3988
-inf
Performance Results (Detector = HARRIS, Descriptor = BRISK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
-inf
2
309
12.6142
10.586
3
326
14.091
26.2905
4
322
16.6894
11.5792
5
344
15.9082
-inf
6
352
12.6787
nan
7
317
11.9844
11.6947
8
312
13.1241
17.6204
9
311
13.0241
nan
10
286
11.1746
-inf
11
302
12.8086
-inf
12
302
8.95978
-inf
13
316
9.96439
-inf
14
312
9.59863
nan
15
289
8.57352
-13.6263
16
297
9.51617
6.65726
17
279
9.54658
12.5848
18
303
8.3988
-inf
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = HARRIS, Descriptor = BRIEF)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
10.9082
2
309
12.6142
nan
3
326
14.091
-inf
4
322
16.6894
11.5792
5
344
15.9082
35.3833
6
352
12.6787
13.5907
7
317
11.9844
14.2744
8
312
13.1241
-inf
9
311
13.0241
nan
10
286
11.1746
20.5862
11
302
12.8086
-inf
12
302
8.95978
12.245
13
316
9.96439
13.4327
14
312
9.59863
5.6061
15
289
8.57352
-inf
16
297
9.51617
6.71705
17
279
9.54658
12.5848
18
303
8.3988
-inf
Performance Results (Detector = HARRIS, Descriptor = BRIEF)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
10.9082
2
309
12.6142
nan
3
326
14.091
-inf
4
322
16.6894
11.5792
5
344
15.9082
35.3833
6
352
12.6787
13.5907
7
317
11.9844
14.2744
8
312
13.1241
-inf
9
311
13.0241
nan
10
286
11.1746
20.5862
11
302
12.8086
-inf
12
302
8.95978
12.245
13
316
9.96439
13.4327
14
312
9.59863
5.6061
15
289
8.57352
-inf
16
297
9.51617
6.71705
17
279
9.54658
12.5848
18
303
8.3988
-inf
Experiment has 2 result sets
ResultSet has 18 results
Performance Results (Detector = HARRIS, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
10.9082
2
309
12.6142
nan
3
326
14.091
-inf
4
322
16.6894
11.5792
5
344
15.9082
35.3833
6
352
12.6787
nan
7
317
11.9844
13.497
8
312
13.1241
-inf
9
311
13.0241
nan
10
286
11.1746
20.5862
11
302
12.8086
11.7414
12
302
8.95978
12.245
13
316
9.96439
568.322
14
312
9.59863
5.66097
15
289
8.57352
-inf
16
297
9.51617
10.9325
17
279
9.54658
12.5848
18
303
8.3988
-inf
Performance Results (Detector = HARRIS, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
10.9082
2
309
12.6142
nan
3
326
14.091
-inf
4
322
16.6894
11.5792
5
344
15.9082
35.3833
6
352
12.6787
nan
7
317
11.9844
13.497
8
312
13.1241
-inf
9
311
13.0241
nan
10
286
11.1746
20.5862
11
302
12.8086
11.7414
12
302
8.95978
12.245
13
316
9.96439
568.322
14
312
9.59863
5.66097
15
289
8.57352
-inf
16
297
9.51617
10.9325
17
279
9.54658
12.5848
18
303
8.3988
-inf
ResultSet has 18 results
Performance Results (Detector = HARRIS, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
10.9082
2
309
12.6142
nan
3
326
14.091
-inf
4
322
16.6894
11.5792
5
344
15.9082
35.3833
6
352
12.6787
nan
7
317
11.9844
13.497
8
312
13.1241
-inf
9
311
13.0241
nan
10
286
11.1746
20.5862
11
302
12.8086
11.7414
12
302
8.95978
12.245
13
316
9.96439
568.322
14
312
9.59863
5.66097
15
289
8.57352
-inf
16
297
9.51617
10.9325
17
279
9.54658
12.5848
18
303
8.3988
-inf
Performance Results (Detector = HARRIS, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
10.9082
2
309
12.6142
nan
3
326
14.091
-inf
4
322
16.6894
11.5792
5
344
15.9082
35.3833
6
352
12.6787
nan
7
317
11.9844
13.497
8
312
13.1241
-inf
9
311
13.0241
nan
10
286
11.1746
20.5862
11
302
12.8086
11.7414
12
302
8.95978
12.245
13
316
9.96439
568.322
14
312
9.59863
5.66097
15
289
8.57352
-inf
16
297
9.51617
10.9325
17
279
9.54658
12.5848
18
303
8.3988
-inf
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = HARRIS, Descriptor = FREAK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
21.8164
2
309
12.6142
nan
3
326
14.091
-80.8525
4
322
16.6894
12.1284
5
344
15.9082
39.584
6
352
12.6787
nan
7
317
11.9844
12.3379
7
317
11.9844
12.3379
9
311
13.0241
nan
10
286
11.1746
-inf
11
302
12.8086
-inf
12
302
8.95978
-inf
13
316
9.96439
13.4327
14
312
9.59863
nan
15
289
8.57352
-inf
16
297
9.51617
6.71705
17
279
9.54658
nan
18
303
8.3988
nan
Performance Results (Detector = HARRIS, Descriptor = FREAK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
21.8164
2
309
12.6142
nan
3
326
14.091
-80.8525
4
322
16.6894
12.1284
5
344
15.9082
39.584
6
352
12.6787
nan
7
317
11.9844
12.3379
7
317
11.9844
12.3379
9
311
13.0241
nan
10
286
11.1746
-inf
11
302
12.8086
-inf
12
302
8.95978
-inf
13
316
9.96439
13.4327
14
312
9.59863
nan
15
289
8.57352
-inf
16
297
9.51617
6.71705
17
279
9.54658
nan
18
303
8.3988
nan
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = HARRIS, Descriptor = SIFT)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
10.9082
2
309
12.6142
nan
3
326
14.091
-11.4731
4
322
16.6894
11.5792
5
344
15.9082
35.3833
6
352
12.6787
13.6217
7
317
11.9844
13.497
8
312
13.1241
-inf
9
311
13.0241
nan
10
286
11.1746
10.2931
11
302
12.8086
11.7414
12
302
8.95978
12.245
13
316
9.96439
568.322
14
312
9.59863
5.6061
15
289
8.57352
-13.6263
16
297
9.51617
7.03775
17
279
9.54658
12.5848
18
303
8.3988
-inf
Performance Results (Detector = HARRIS, Descriptor = SIFT)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
10.9082
2
309
12.6142
nan
3
326
14.091
-11.4731
4
322
16.6894
11.5792
5
344
15.9082
35.3833
6
352
12.6787
13.6217
7
317
11.9844
13.497
8
312
13.1241
-inf
9
311
13.0241
nan
10
286
11.1746
10.2931
11
302
12.8086
11.7414
12
302
8.95978
12.245
13
316
9.96439
568.322
14
312
9.59863
5.6061
15
289
8.57352
-13.6263
16
297
9.51617
7.03775
17
279
9.54658
12.5848
18
303
8.3988
-inf
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = FAST, Descriptor = BRISK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.3
2
309
12.6142
12.3453
3
326
14.091
16.6163
4
322
16.6894
12.8857
5
344
15.9082
-inf
6
352
12.6787
13.0386
7
317
11.9844
12.041
8
312
13.1241
11.4066
9
311
13.0241
11.8684
10
286
11.1746
13.3473
11
302
12.8086
12.9492
12
302
8.95978
12.1174
13
316
9.96439
12.7784
14
312
9.59863
11.6077
15
289
8.57352
11.4079
16
297
9.51617
12.2566
17
279
9.54658
9.2933
18
303
8.3988
11.8606
Performance Results (Detector = FAST, Descriptor = BRISK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.3
2
309
12.6142
12.3453
3
326
14.091
16.6163
4
322
16.6894
12.8857
5
344
15.9082
-inf
6
352
12.6787
13.0386
7
317
11.9844
12.041
8
312
13.1241
11.4066
9
311
13.0241
11.8684
10
286
11.1746
13.3473
11
302
12.8086
12.9492
12
302
8.95978
12.1174
13
316
9.96439
12.7784
14
312
9.59863
11.6077
15
289
8.57352
11.4079
16
297
9.51617
12.2566
17
279
9.54658
9.2933
18
303
8.3988
11.8606
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = FAST, Descriptor = BRIEF)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.1776
2
309
12.6142
13.0069
3
326
14.091
14.8206
4
322
16.6894
13.6686
5
344
15.9082
-inf
6
352
12.6787
41.7823
7
317
11.9844
12.7583
8
312
13.1241
12.7664
9
311
13.0241
13.9231
10
286
11.1746
16.2141
11
302
12.8086
13.6355
12
302
8.95978
12.9831
13
316
9.96439
13.1487
14
312
9.59863
11.7034
15
289
8.57352
12.6071
16
297
9.51617
13.0069
17
279
9.54658
11.2586
18
303
8.3988
13.7908
Performance Results (Detector = FAST, Descriptor = BRIEF)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.1776
2
309
12.6142
13.0069
3
326
14.091
14.8206
4
322
16.6894
13.6686
5
344
15.9082
-inf
6
352
12.6787
41.7823
7
317
11.9844
12.7583
8
312
13.1241
12.7664
9
311
13.0241
13.9231
10
286
11.1746
16.2141
11
302
12.8086
13.6355
12
302
8.95978
12.9831
13
316
9.96439
13.1487
14
312
9.59863
11.7034
15
289
8.57352
12.6071
16
297
9.51617
13.0069
17
279
9.54658
11.2586
18
303
8.3988
13.7908
Experiment has 2 result sets
ResultSet has 18 results
Performance Results (Detector = FAST, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.9993
2
309
12.6142
12.9793
3
326
14.091
16.6163
4
322
16.6894
13.7508
5
344
15.9082
-inf
6
352
12.6787
55.9788
7
317
11.9844
12.4264
8
312
13.1241
12.186
9
311
13.0241
12.8711
10
286
11.1746
-inf
11
302
12.8086
14.1395
12
302
8.95978
13.1636
13
316
9.96439
13.5629
14
312
9.59863
11.1115
15
289
8.57352
10.8439
16
297
9.51617
11.3939
17
279
9.54658
12.1656
18
303
8.3988
13.7843
Performance Results (Detector = FAST, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.9993
2
309
12.6142
12.9793
3
326
14.091
16.6163
4
322
16.6894
13.7508
5
344
15.9082
-inf
6
352
12.6787
55.9788
7
317
11.9844
12.4264
8
312
13.1241
12.186
9
311
13.0241
12.8711
10
286
11.1746
-inf
11
302
12.8086
14.1395
12
302
8.95978
13.1636
13
316
9.96439
13.5629
14
312
9.59863
11.1115
15
289
8.57352
10.8439
16
297
9.51617
11.3939
17
279
9.54658
12.1656
18
303
8.3988
13.7843
ResultSet has 18 results
Performance Results (Detector = FAST, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.9993
2
309
12.6142
12.9793
3
326
14.091
16.6163
4
322
16.6894
13.7508
5
344
15.9082
-inf
6
352
12.6787
55.9788
7
317
11.9844
12.4264
8
312
13.1241
12.186
9
311
13.0241
12.8711
10
286
11.1746
-inf
11
302
12.8086
14.1395
12
302
8.95978
13.1636
13
316
9.96439
13.5629
14
312
9.59863
11.1115
15
289
8.57352
10.8439
16
297
9.51617
11.3939
17
279
9.54658
12.1656
18
303
8.3988
13.7843
Performance Results (Detector = FAST, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.9993
2
309
12.6142
12.9793
3
326
14.091
16.6163
4
322
16.6894
13.7508
5
344
15.9082
-inf
6
352
12.6787
55.9788
7
317
11.9844
12.4264
8
312
13.1241
12.186
9
311
13.0241
12.8711
10
286
11.1746
-inf
11
302
12.8086
14.1395
12
302
8.95978
13.1636
13
316
9.96439
13.5629
14
312
9.59863
11.1115
15
289
8.57352
10.8439
16
297
9.51617
11.3939
17
279
9.54658
12.1656
18
303
8.3988
13.7843
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = FAST, Descriptor = FREAK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.9002
2
309
12.6142
13.8852
3
326
14.091
13.2228
4
322
16.6894
13.8462
5
344
15.9082
44.8072
6
352
12.6787
12.5009
7
317
11.9844
12.2695
8
312
13.1241
11.5467
9
311
13.0241
-inf
10
286
11.1746
13.4169
11
302
12.8086
13.0373
12
302
8.95978
12.1376
13
316
9.96439
11.9908
14
312
9.59863
11.2961
15
289
8.57352
13.4268
16
297
9.51617
12.0008
17
279
9.54658
8.79801
18
303
8.3988
12.0558
Performance Results (Detector = FAST, Descriptor = FREAK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.9002
2
309
12.6142
13.8852
3
326
14.091
13.2228
4
322
16.6894
13.8462
5
344
15.9082
44.8072
6
352
12.6787
12.5009
7
317
11.9844
12.2695
8
312
13.1241
11.5467
9
311
13.0241
-inf
10
286
11.1746
13.4169
11
302
12.8086
13.0373
12
302
8.95978
12.1376
13
316
9.96439
11.9908
14
312
9.59863
11.2961
15
289
8.57352
13.4268
16
297
9.51617
12.0008
17
279
9.54658
8.79801
18
303
8.3988
12.0558
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = FAST, Descriptor = SIFT)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.313
2
309
12.6142
12.826
3
326
14.091
18.7478
4
322
16.6894
15.4897
5
344
15.9082
-inf
6
352
12.6787
74.5672
7
317
11.9844
12.7282
8
312
13.1241
12.6536
9
311
13.0241
13.8873
10
286
11.1746
14.0112
11
302
12.8086
13.7238
12
302
8.95978
13.0717
13
316
9.96439
12.9215
14
312
9.59863
12.879
15
289
8.57352
12.6071
16
297
9.51617
12.9069
17
279
9.54658
10.4572
18
303
8.3988
13.1502
Performance Results (Detector = FAST, Descriptor = SIFT)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.313
2
309
12.6142
12.826
3
326
14.091
18.7478
4
322
16.6894
15.4897
5
344
15.9082
-inf
6
352
12.6787
74.5672
7
317
11.9844
12.7282
8
312
13.1241
12.6536
9
311
13.0241
13.8873
10
286
11.1746
14.0112
11
302
12.8086
13.7238
12
302
8.95978
13.0717
13
316
9.96439
12.9215
14
312
9.59863
12.879
15
289
8.57352
12.6071
16
297
9.51617
12.9069
17
279
9.54658
10.4572
18
303
8.3988
13.1502
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = BRISK, Descriptor = BRISK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.031
2
309
12.6142
23.1027
3
326
14.091
17.5172
4
322
16.6894
15.2031
5
344
15.9082
28.2877
6
352
12.6787
17.6743
7
317
11.9844
16.8563
8
312
13.1241
23.0521
9
311
13.0241
15.1936
10
286
11.1746
13.4121
11
302
12.8086
12.4948
12
302
8.95978
11.0107
13
316
9.96439
11.8505
14
312
9.59863
12.0376
15
289
8.57352
16.061
16
297
9.51617
11.2969
17
279
9.54658
9.70123
18
303
8.3988
11.6176
Performance Results (Detector = BRISK, Descriptor = BRISK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.031
2
309
12.6142
23.1027
3
326
14.091
17.5172
4
322
16.6894
15.2031
5
344
15.9082
28.2877
6
352
12.6787
17.6743
7
317
11.9844
16.8563
8
312
13.1241
23.0521
9
311
13.0241
15.1936
10
286
11.1746
13.4121
11
302
12.8086
12.4948
12
302
8.95978
11.0107
13
316
9.96439
11.8505
14
312
9.59863
12.0376
15
289
8.57352
16.061
16
297
9.51617
11.2969
17
279
9.54658
9.70123
18
303
8.3988
11.6176
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = BRISK, Descriptor = BRIEF)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.863
2
309
12.6142
23.7824
3
326
14.091
18.0446
4
322
16.6894
22.7832
5
344
15.9082
25.5059
6
352
12.6787
56.735
7
317
11.9844
25.2647
8
312
13.1241
18.4064
9
311
13.0241
20.3103
10
286
11.1746
18.4689
11
302
12.8086
21.829
12
302
8.95978
17.7779
13
316
9.96439
17.4963
14
312
9.59863
14.8559
15
289
8.57352
11.054
16
297
9.51617
16.1143
17
279
9.54658
15.0108
18
303
8.3988
17.6601
Performance Results (Detector = BRISK, Descriptor = BRIEF)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.863
2
309
12.6142
23.7824
3
326
14.091
18.0446
4
322
16.6894
22.7832
5
344
15.9082
25.5059
6
352
12.6787
56.735
7
317
11.9844
25.2647
8
312
13.1241
18.4064
9
311
13.0241
20.3103
10
286
11.1746
18.4689
11
302
12.8086
21.829
12
302
8.95978
17.7779
13
316
9.96439
17.4963
14
312
9.59863
14.8559
15
289
8.57352
11.054
16
297
9.51617
16.1143
17
279
9.54658
15.0108
18
303
8.3988
17.6601
Experiment has 2 result sets
ResultSet has 18 results
Performance Results (Detector = BRISK, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
26.2405
2
309
12.6142
20.1555
3
326
14.091
18.0446
4
322
16.6894
17.1207
5
344
15.9082
26.3307
6
352
12.6787
20.629
7
317
11.9844
20.1205
8
312
13.1241
16.0691
9
311
13.0241
15.4645
10
286
11.1746
12.5995
11
302
12.8086
13.9703
12
302
8.95978
14.8314
13
316
9.96439
11.5189
14
312
9.59863
12.1556
15
289
8.57352
11.4651
16
297
9.51617
17.3574
17
279
9.54658
10.7717
18
303
8.3988
12.1291
Performance Results (Detector = BRISK, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
26.2405
2
309
12.6142
20.1555
3
326
14.091
18.0446
4
322
16.6894
17.1207
5
344
15.9082
26.3307
6
352
12.6787
20.629
7
317
11.9844
20.1205
8
312
13.1241
16.0691
9
311
13.0241
15.4645
10
286
11.1746
12.5995
11
302
12.8086
13.9703
12
302
8.95978
14.8314
13
316
9.96439
11.5189
14
312
9.59863
12.1556
15
289
8.57352
11.4651
16
297
9.51617
17.3574
17
279
9.54658
10.7717
18
303
8.3988
12.1291
ResultSet has 18 results
Performance Results (Detector = BRISK, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
26.2405
2
309
12.6142
20.1555
3
326
14.091
18.0446
4
322
16.6894
17.1207
5
344
15.9082
26.3307
6
352
12.6787
20.629
7
317
11.9844
20.1205
8
312
13.1241
16.0691
9
311
13.0241
15.4645
10
286
11.1746
12.5995
11
302
12.8086
13.9703
12
302
8.95978
14.8314
13
316
9.96439
11.5189
14
312
9.59863
12.1556
15
289
8.57352
11.4651
16
297
9.51617
17.3574
17
279
9.54658
10.7717
18
303
8.3988
12.1291
Performance Results (Detector = BRISK, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
26.2405
2
309
12.6142
20.1555
3
326
14.091
18.0446
4
322
16.6894
17.1207
5
344
15.9082
26.3307
6
352
12.6787
20.629
7
317
11.9844
20.1205
8
312
13.1241
16.0691
9
311
13.0241
15.4645
10
286
11.1746
12.5995
11
302
12.8086
13.9703
12
302
8.95978
14.8314
13
316
9.96439
11.5189
14
312
9.59863
12.1556
15
289
8.57352
11.4651
16
297
9.51617
17.3574
17
279
9.54658
10.7717
18
303
8.3988
12.1291
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = BRISK, Descriptor = FREAK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.3601
2
309
12.6142
28.3183
3
326
14.091
13.9222
4
322
16.6894
13.6652
5
344
15.9082
22.615
6
352
12.6787
16.0739
7
317
11.9844
15.4463
8
312
13.1241
21.665
9
311
13.0241
19.6271
10
286
11.1746
13.9062
11
302
12.8086
15.9755
12
302
8.95978
12.7469
13
316
9.96439
16.184
14
312
9.59863
12.3014
15
289
8.57352
18.2318
16
297
9.51617
10.3542
17
279
9.54658
9.18413
18
303
8.3988
11.2906
Performance Results (Detector = BRISK, Descriptor = FREAK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.3601
2
309
12.6142
28.3183
3
326
14.091
13.9222
4
322
16.6894
13.6652
5
344
15.9082
22.615
6
352
12.6787
16.0739
7
317
11.9844
15.4463
8
312
13.1241
21.665
9
311
13.0241
19.6271
10
286
11.1746
13.9062
11
302
12.8086
15.9755
12
302
8.95978
12.7469
13
316
9.96439
16.184
14
312
9.59863
12.3014
15
289
8.57352
18.2318
16
297
9.51617
10.3542
17
279
9.54658
9.18413
18
303
8.3988
11.2906
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = BRISK, Descriptor = SIFT)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.1273
2
309
12.6142
17.8514
3
326
14.091
16.3788
4
322
16.6894
13.6674
5
344
15.9082
27.708
6
352
12.6787
17.2879
7
317
11.9844
14.2253
8
312
13.1241
17.4067
9
311
13.0241
16.5198
10
286
11.1746
14.2644
11
302
12.8086
12.7231
12
302
8.95978
11.8815
13
316
9.96439
13.8559
14
312
9.59863
10.4874
15
289
8.57352
13.3519
16
297
9.51617
10.9036
17
279
9.54658
10.7831
18
303
8.3988
12.3655
Performance Results (Detector = BRISK, Descriptor = SIFT)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.1273
2
309
12.6142
17.8514
3
326
14.091
16.3788
4
322
16.6894
13.6674
5
344
15.9082
27.708
6
352
12.6787
17.2879
7
317
11.9844
14.2253
8
312
13.1241
17.4067
9
311
13.0241
16.5198
10
286
11.1746
14.2644
11
302
12.8086
12.7231
12
302
8.95978
11.8815
13
316
9.96439
13.8559
14
312
9.59863
10.4874
15
289
8.57352
13.3519
16
297
9.51617
10.9036
17
279
9.54658
10.7831
18
303
8.3988
12.3655
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = ORB, Descriptor = BRISK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
37.4084
2
309
12.6142
-inf
3
326
14.091
36.2012
4
322
16.6894
21.7788
5
344
15.9082
-inf
6
352
12.6787
11.1075
7
317
11.9844
-inf
8
312
13.1241
51.3026
9
311
13.0241
-inf
10
286
11.1746
-inf
11
302
12.8086
8.46717
12
302
8.95978
-inf
13
316
9.96439
7.53169
14
312
9.59863
24.6173
15
289
8.57352
13.594
16
297
9.51617
-inf
17
279
9.54658
23.6587
18
303
8.3988
29.89
Performance Results (Detector = ORB, Descriptor = BRISK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
37.4084
2
309
12.6142
-inf
3
326
14.091
36.2012
4
322
16.6894
21.7788
5
344
15.9082
-inf
6
352
12.6787
11.1075
7
317
11.9844
-inf
8
312
13.1241
51.3026
9
311
13.0241
-inf
10
286
11.1746
-inf
11
302
12.8086
8.46717
12
302
8.95978
-inf
13
316
9.96439
7.53169
14
312
9.59863
24.6173
15
289
8.57352
13.594
16
297
9.51617
-inf
17
279
9.54658
23.6587
18
303
8.3988
29.89
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = ORB, Descriptor = BRIEF)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
27.5288
2
309
12.6142
-inf
3
326
14.091
113.496
4
322
16.6894
16.7244
5
344
15.9082
28.5454
6
352
12.6787
-48.152
7
317
11.9844
-inf
8
312
13.1241
34.6298
9
311
13.0241
-inf
10
286
11.1746
168.345
11
302
12.8086
33.5123
12
302
8.95978
36.2236
13
316
9.96439
-inf
14
312
9.59863
13.5006
15
289
8.57352
-inf
16
297
9.51617
13.0005
17
279
9.54658
20.3758
18
303
8.3988
25.8155
Performance Results (Detector = ORB, Descriptor = BRIEF)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
27.5288
2
309
12.6142
-inf
3
326
14.091
113.496
4
322
16.6894
16.7244
5
344
15.9082
28.5454
6
352
12.6787
-48.152
7
317
11.9844
-inf
8
312
13.1241
34.6298
9
311
13.0241
-inf
10
286
11.1746
168.345
11
302
12.8086
33.5123
12
302
8.95978
36.2236
13
316
9.96439
-inf
14
312
9.59863
13.5006
15
289
8.57352
-inf
16
297
9.51617
13.0005
17
279
9.54658
20.3758
18
303
8.3988
25.8155
Experiment has 2 result sets
ResultSet has 18 results
Performance Results (Detector = ORB, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
-inf
2
309
12.6142
10.7758
3
326
14.091
33.1568
4
322
16.6894
25.1615
5
344
15.9082
-inf
6
352
12.6787
19.5874
7
317
11.9844
-inf
8
312
13.1241
-inf
9
311
13.0241
-inf
10
286
11.1746
-inf
11
302
12.8086
10.8962
12
302
8.95978
-inf
13
316
9.96439
-inf
14
312
9.59863
-inf
15
289
8.57352
-inf
16
297
9.51617
-inf
17
279
9.54658
12.8853
18
303
8.3988
-inf
Performance Results (Detector = ORB, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
-inf
2
309
12.6142
10.7758
3
326
14.091
33.1568
4
322
16.6894
25.1615
5
344
15.9082
-inf
6
352
12.6787
19.5874
7
317
11.9844
-inf
8
312
13.1241
-inf
9
311
13.0241
-inf
10
286
11.1746
-inf
11
302
12.8086
10.8962
12
302
8.95978
-inf
13
316
9.96439
-inf
14
312
9.59863
-inf
15
289
8.57352
-inf
16
297
9.51617
-inf
17
279
9.54658
12.8853
18
303
8.3988
-inf
ResultSet has 18 results
Performance Results (Detector = ORB, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
-inf
2
309
12.6142
10.7758
3
326
14.091
33.1568
4
322
16.6894
25.1615
5
344
15.9082
-inf
6
352
12.6787
19.5874
7
317
11.9844
-inf
8
312
13.1241
-inf
9
311
13.0241
-inf
10
286
11.1746
-inf
11
302
12.8086
10.8962
12
302
8.95978
-inf
13
316
9.96439
-inf
14
312
9.59863
-inf
15
289
8.57352
-inf
16
297
9.51617
-inf
17
279
9.54658
12.8853
18
303
8.3988
-inf
Performance Results (Detector = ORB, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
-inf
2
309
12.6142
10.7758
3
326
14.091
33.1568
4
322
16.6894
25.1615
5
344
15.9082
-inf
6
352
12.6787
19.5874
7
317
11.9844
-inf
8
312
13.1241
-inf
9
311
13.0241
-inf
10
286
11.1746
-inf
11
302
12.8086
10.8962
12
302
8.95978
-inf
13
316
9.96439
-inf
14
312
9.59863
-inf
15
289
8.57352
-inf
16
297
9.51617
-inf
17
279
9.54658
12.8853
18
303
8.3988
-inf
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = ORB, Descriptor = FREAK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.2686
2
309
12.6142
-inf
3
326
14.091
11.669
4
322
16.6894
12.605
5
344
15.9082
167.629
6
352
12.6787
12.8194
7
317
11.9844
-inf
8
312
13.1241
11.9978
9
311
13.0241
20.7736
10
286
11.1746
-inf
11
302
12.8086
8.34928
12
302
8.95978
25.9864
13
316
9.96439
9.59835
14
312
9.59863
63.442
15
289
8.57352
-inf
15
289
8.57352
-inf
17
279
9.54658
-inf
18
303
8.3988
8.14326
Performance Results (Detector = ORB, Descriptor = FREAK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.2686
2
309
12.6142
-inf
3
326
14.091
11.669
4
322
16.6894
12.605
5
344
15.9082
167.629
6
352
12.6787
12.8194
7
317
11.9844
-inf
8
312
13.1241
11.9978
9
311
13.0241
20.7736
10
286
11.1746
-inf
11
302
12.8086
8.34928
12
302
8.95978
25.9864
13
316
9.96439
9.59835
14
312
9.59863
63.442
15
289
8.57352
-inf
15
289
8.57352
-inf
17
279
9.54658
-inf
18
303
8.3988
8.14326
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = ORB, Descriptor = SIFT)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
15.8655
2
309
12.6142
16.0911
3
326
14.091
15.3451
4
322
16.6894
293.964
5
344
15.9082
59.0092
6
352
12.6787
15.5425
7
317
11.9844
129.898
8
312
13.1241
12.2933
9
311
13.0241
19.8085
10
286
11.1746
-inf
11
302
12.8086
7.44098
12
302
8.95978
-inf
13
316
9.96439
65.2345
14
312
9.59863
12.8361
15
289
8.57352
-inf
16
297
9.51617
13.2776
17
279
9.54658
21.392
18
303
8.3988
17.0851
Performance Results (Detector = ORB, Descriptor = SIFT)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
15.8655
2
309
12.6142
16.0911
3
326
14.091
15.3451
4
322
16.6894
293.964
5
344
15.9082
59.0092
6
352
12.6787
15.5425
7
317
11.9844
129.898
8
312
13.1241
12.2933
9
311
13.0241
19.8085
10
286
11.1746
-inf
11
302
12.8086
7.44098
12
302
8.95978
-inf
13
316
9.96439
65.2345
14
312
9.59863
12.8361
15
289
8.57352
-inf
16
297
9.51617
13.2776
17
279
9.54658
21.392
18
303
8.3988
17.0851
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = AKAZE, Descriptor = BRISK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
16.6557
2
309
12.6142
20.3352
3
326
14.091
13.3659
4
322
16.6894
17.5261
5
344
15.9082
18.0806
6
352
12.6787
14.7084
7
317
11.9844
15.8833
8
312
13.1241
13.9229
9
311
13.0241
13.8234
10
286
11.1746
15.7516
11
302
12.8086
12.3627
12
302
8.95978
15.532
13
316
9.96439
10.0855
14
312
9.59863
14.1883
15
289
8.57352
17.3489
16
297
9.51617
13.8749
17
279
9.54658
11.5526
18
303
8.3988
8.92524
Performance Results (Detector = AKAZE, Descriptor = BRISK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
16.6557
2
309
12.6142
20.3352
3
326
14.091
13.3659
4
322
16.6894
17.5261
5
344
15.9082
18.0806
6
352
12.6787
14.7084
7
317
11.9844
15.8833
8
312
13.1241
13.9229
9
311
13.0241
13.8234
10
286
11.1746
15.7516
11
302
12.8086
12.3627
12
302
8.95978
15.532
13
316
9.96439
10.0855
14
312
9.59863
14.1883
15
289
8.57352
17.3489
16
297
9.51617
13.8749
17
279
9.54658
11.5526
18
303
8.3988
8.92524
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = AKAZE, Descriptor = BRIEF)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
19.0025
2
309
12.6142
15.0455
3
326
14.091
16.3543
4
322
16.6894
13.8482
5
344
15.9082
18.0853
6
352
12.6787
19.7851
7
317
11.9844
21.0141
8
312
13.1241
14.121
9
311
13.0241
21.3561
10
286
11.1746
11.5709
11
302
12.8086
15.7328
12
302
8.95978
17.6087
13
316
9.96439
10.1939
14
312
9.59863
14.1695
15
289
8.57352
15.078
16
297
9.51617
11.8398
17
279
9.54658
11.0314
18
303
8.3988
10.4702
Performance Results (Detector = AKAZE, Descriptor = BRIEF)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
19.0025
2
309
12.6142
15.0455
3
326
14.091
16.3543
4
322
16.6894
13.8482
5
344
15.9082
18.0853
6
352
12.6787
19.7851
7
317
11.9844
21.0141
8
312
13.1241
14.121
9
311
13.0241
21.3561
10
286
11.1746
11.5709
11
302
12.8086
15.7328
12
302
8.95978
17.6087
13
316
9.96439
10.1939
14
312
9.59863
14.1695
15
289
8.57352
15.078
16
297
9.51617
11.8398
17
279
9.54658
11.0314
18
303
8.3988
10.4702
Experiment has 2 result sets
ResultSet has 18 results
Performance Results (Detector = AKAZE, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
15.9469
2
309
12.6142
19.9608
3
326
14.091
15.4594
4
322
16.6894
16.9392
5
344
15.9082
15.8082
6
352
12.6787
20.2502
7
317
11.9844
21.2964
8
312
13.1241
20.762
9
311
13.0241
21.0915
10
286
11.1746
11.5597
11
302
12.8086
16.191
12
302
8.95978
11.4861
13
316
9.96439
13.9327
14
312
9.59863
12.2712
15
289
8.57352
10.2055
16
297
9.51617
9.73338
17
279
9.54658
11.0158
18
303
8.3988
11.8134
Performance Results (Detector = AKAZE, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
15.9469
2
309
12.6142
19.9608
3
326
14.091
15.4594
4
322
16.6894
16.9392
5
344
15.9082
15.8082
6
352
12.6787
20.2502
7
317
11.9844
21.2964
8
312
13.1241
20.762
9
311
13.0241
21.0915
10
286
11.1746
11.5597
11
302
12.8086
16.191
12
302
8.95978
11.4861
13
316
9.96439
13.9327
14
312
9.59863
12.2712
15
289
8.57352
10.2055
16
297
9.51617
9.73338
17
279
9.54658
11.0158
18
303
8.3988
11.8134
ResultSet has 18 results
Performance Results (Detector = AKAZE, Descriptor = ORB)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
15.9469
2
309
12.6142
19.9608
3
326
14.091
15.4594
4
322
16.6894
16.9392
5
344
15.9082
15.8082
6
352
12.6787
20.2502
7
317
11.9844
21.2964
8
312
13.1241
20.762
9
311
13.0241
21.0915
10
286
11.1746
11.5597
11
302
12.8086
16.191
12
302
8.95978
11.4861
13
316
9.96439
13.9327
14
312
9.59863
12.2712
15
289
8.57352
10.2055
16
297
9.51617
9.73338
17
279
9.54658
11.0158
18
303
8.3988
11.8134
Performance Results (Detector = AKAZE, Descriptor = ORB)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
15.9469
2
309
12.6142
19.9608
3
326
14.091
15.4594
4
322
16.6894
16.9392
5
344
15.9082
15.8082
6
352
12.6787
20.2502
7
317
11.9844
21.2964
8
312
13.1241
20.762
9
311
13.0241
21.0915
10
286
11.1746
11.5597
11
302
12.8086
16.191
12
302
8.95978
11.4861
13
316
9.96439
13.9327
14
312
9.59863
12.2712
15
289
8.57352
10.2055
16
297
9.51617
9.73338
17
279
9.54658
11.0158
18
303
8.3988
11.8134
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = AKAZE, Descriptor = FREAK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.0099
2
309
12.6142
15.7044
3
326
14.091
16.028
4
322
16.6894
14.1762
5
344
15.9082
16.2229
6
352
12.6787
14.4455
7
317
11.9844
15.372
8
312
13.1241
20.6109
9
311
13.0241
21.3561
10
286
11.1746
11.8941
11
302
12.8086
12.162
12
302
8.95978
16.9222
13
316
9.96439
10.6851
14
312
9.59863
9.87627
15
289
8.57352
9.89452
16
297
9.51617
13.4374
17
279
9.54658
11.0174
18
303
8.3988
8.79442
Performance Results (Detector = AKAZE, Descriptor = FREAK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
13.0099
2
309
12.6142
15.7044
3
326
14.091
16.028
4
322
16.6894
14.1762
5
344
15.9082
16.2229
6
352
12.6787
14.4455
7
317
11.9844
15.372
8
312
13.1241
20.6109
9
311
13.0241
21.3561
10
286
11.1746
11.8941
11
302
12.8086
12.162
12
302
8.95978
16.9222
13
316
9.96439
10.6851
14
312
9.59863
9.87627
15
289
8.57352
9.89452
16
297
9.51617
13.4374
17
279
9.54658
11.0174
18
303
8.3988
8.79442
Experiment has 2 result sets
ResultSet has 18 results
Performance Results (Detector = AKAZE, Descriptor = AKAZE)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.1092
2
309
12.6142
19.3702
3
326
14.091
14.6982
4
322
16.6894
14.2488
5
344
15.9082
16.4623
6
352
12.6787
18.819
7
317
11.9844
16.0062
8
312
13.1241
19.157
9
311
13.0241
19.2298
10
286
11.1746
15.7359
11
302
12.8086
14.7002
12
302
8.95978
13.718
13
316
9.96439
11.0846
14
312
9.59863
13.7665
15
289
8.57352
13.9045
16
297
9.51617
12.4994
17
279
9.54658
10.8614
18
303
8.3988
11.0561
Performance Results (Detector = AKAZE, Descriptor = AKAZE)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.1092
2
309
12.6142
19.3702
3
326
14.091
14.6982
4
322
16.6894
14.2488
5
344
15.9082
16.4623
6
352
12.6787
18.819
7
317
11.9844
16.0062
8
312
13.1241
19.157
9
311
13.0241
19.2298
10
286
11.1746
15.7359
11
302
12.8086
14.7002
12
302
8.95978
13.718
13
316
9.96439
11.0846
14
312
9.59863
13.7665
15
289
8.57352
13.9045
16
297
9.51617
12.4994
17
279
9.54658
10.8614
18
303
8.3988
11.0561
ResultSet has 18 results
Performance Results (Detector = AKAZE, Descriptor = AKAZE)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.1092
2
309
12.6142
19.3702
3
326
14.091
14.6982
4
322
16.6894
14.2488
5
344
15.9082
16.4623
6
352
12.6787
18.819
7
317
11.9844
16.0062
8
312
13.1241
19.157
9
311
13.0241
19.2298
10
286
11.1746
15.7359
11
302
12.8086
14.7002
12
302
8.95978
13.718
13
316
9.96439
11.0846
14
312
9.59863
13.7665
15
289
8.57352
13.9045
16
297
9.51617
12.4994
17
279
9.54658
10.8614
18
303
8.3988
11.0561
Performance Results (Detector = AKAZE, Descriptor = AKAZE)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
14.1092
2
309
12.6142
19.3702
3
326
14.091
14.6982
4
322
16.6894
14.2488
5
344
15.9082
16.4623
6
352
12.6787
18.819
7
317
11.9844
16.0062
8
312
13.1241
19.157
9
311
13.0241
19.2298
10
286
11.1746
15.7359
11
302
12.8086
14.7002
12
302
8.95978
13.718
13
316
9.96439
11.0846
14
312
9.59863
13.7665
15
289
8.57352
13.9045
16
297
9.51617
12.4994
17
279
9.54658
10.8614
18
303
8.3988
11.0561
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = AKAZE, Descriptor = SIFT)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.1702
2
309
12.6142
19.6201
3
326
14.091
15.4951
4
322
16.6894
16.3802
5
344
15.9082
19.5266
6
352
12.6787
22.9059
7
317
11.9844
15.5453
8
312
13.1241
17.5596
9
311
13.0241
16.7731
10
286
11.1746
12.9801
11
302
12.8086
13.419
12
302
8.95978
13.2617
13
316
9.96439
14.5664
14
312
9.59863
14.3813
15
289
8.57352
14.4444
16
297
9.51617
10.0024
17
279
9.54658
11.0174
18
303
8.3988
10.5579
Performance Results (Detector = AKAZE, Descriptor = SIFT)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.1702
2
309
12.6142
19.6201
3
326
14.091
15.4951
4
322
16.6894
16.3802
5
344
15.9082
19.5266
6
352
12.6787
22.9059
7
317
11.9844
15.5453
8
312
13.1241
17.5596
9
311
13.0241
16.7731
10
286
11.1746
12.9801
11
302
12.8086
13.419
12
302
8.95978
13.2617
13
316
9.96439
14.5664
14
312
9.59863
14.3813
15
289
8.57352
14.4444
16
297
9.51617
10.0024
17
279
9.54658
11.0174
18
303
8.3988
10.5579
Experiment has 1 result sets
ResultSet has 9 results
Performance Results (Detector = SIFT, Descriptor = BRISK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.2506
3
326
14.091
21.4077
5
344
15.9082
23.9242
7
317
11.9844
15.5788
9
311
13.0241
12.5821
11
302
12.8086
13.6225
13
316
9.96439
9.85855
15
289
8.57352
12.3265
17
279
9.54658
9.47992
Performance Results (Detector = SIFT, Descriptor = BRISK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.2506
3
326
14.091
21.4077
5
344
15.9082
23.9242
7
317
11.9844
15.5788
9
311
13.0241
12.5821
11
302
12.8086
13.6225
13
316
9.96439
9.85855
15
289
8.57352
12.3265
17
279
9.54658
9.47992
Experiment has 1 result sets
ResultSet has 9 results
Performance Results (Detector = SIFT, Descriptor = BRIEF)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.9436
3
326
14.091
15.5012
5
344
15.9082
14.7056
7
317
11.9844
15.1492
9
311
13.0241
12.009
11
302
12.8086
11.9281
13
316
9.96439
9.52669
15
289
8.57352
9.24158
17
279
9.54658
10.8549
Performance Results (Detector = SIFT, Descriptor = BRIEF)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.9436
3
326
14.091
15.5012
5
344
15.9082
14.7056
7
317
11.9844
15.1492
9
311
13.0241
12.009
11
302
12.8086
11.9281
13
316
9.96439
9.52669
15
289
8.57352
9.24158
17
279
9.54658
10.8549
Experiment has 1 result sets
ResultSet has 9 results
Performance Results (Detector = SIFT, Descriptor = FREAK)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.0485
3
326
14.091
14.1195
5
344
15.9082
16.4509
7
317
11.9844
15.2205
9
311
13.0241
14.2745
11
302
12.8086
16.9532
13
316
9.96439
11.4831
15
289
8.57352
9.48731
17
279
9.54658
9.40456
Performance Results (Detector = SIFT, Descriptor = FREAK)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
12.0485
3
326
14.091
14.1195
5
344
15.9082
16.4509
7
317
11.9844
15.2205
9
311
13.0241
14.2745
11
302
12.8086
16.9532
13
316
9.96439
11.4831
15
289
8.57352
9.48731
17
279
9.54658
9.40456
Experiment has 1 result sets
ResultSet has 18 results
Performance Results (Detector = SIFT, Descriptor = SIFT)
Frame
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.3868
2
309
12.6142
12.4937
3
326
14.091
12.9327
4
322
16.6894
18.8184
5
344
15.9082
12.4983
6
352
12.6787
11.2969
7
317
11.9844
13.5231
8
312
13.1241
15.0608
9
311
13.0241
12.9662
10
286
11.1746
10.5698
11
302
12.8086
11.2481
12
302
8.95978
10.9771
13
316
9.96439
13.5733
14
312
9.59863
10.5836
15
289
8.57352
9.77464
16
297
9.51617
9.05267
17
279
9.54658
8.69186
18
303
8.3988
8.93007
Performance Results (Detector = SIFT, Descriptor = SIFT)
Frame
Top view perspective of Lidar points showing distance markers
Image with TTC estimates from Lidar and Camera
Lidar points
TTC Lidar
TTC Camera
1
340
12.5156
11.3868
2
309
12.6142
12.4937
3
326
14.091
12.9327
4
322
16.6894
18.8184
5
344
15.9082
12.4983
6
352
12.6787
11.2969
7
317
11.9844
13.5231
8
312
13.1241
15.0608
9
311
13.0241
12.9662
10
286
11.1746
10.5698
11
302
12.8086
11.2481
12
302
8.95978
10.9771
13
316
9.96439
13.5733
14
312
9.59863
10.5836
15
289
8.57352
9.77464
16
297
9.51617
9.05267
17
279
9.54658
8.69186
18
303
8.3988
8.93007