1. INRIA, NICE, December 7 th -8 th 2006 Data Set and Ground Truth

2. INRIA, NICE, December 7 th -8 th 2006 Data set and Ground truth Data set contents Data set resources Ground truth contents Ground truth resources

3. INRIA, NICE, December 7 th -8 th 2006 Data set contents Goal: Capture realistic video sequences with graduate difficulties: lighting variations, occlusions … covering predefined scenarios.

4. INRIA, NICE, December 7 th -8 th 2006 Data set contents Video providers, main characteristics Inrets: Building Entrance, Indoor/Outdoor, Multi-view CEA: Corridor + Road, Indoor/Outdoor, Visible/IR RATP: Metro, Indoor, Crowded environment iLids: Road, Outdoor, Real street context Silogic: Aircraft parking zone, Multi-view

5. INRIA, NICE, December 7 th -8 th 2006 Data set contents 5 Topics Apron Building Corridor Building Entrance Metro Road

6. INRIA, NICE, December 7 th -8 th 2006 Data set contents APRON 2 points of view Different weather conditions

7. INRIA, NICE, December 7 th -8 th 2006 Data set contents BUILDING CORRIDOR Visible and IR clip

8. INRIA, NICE, December 7 th -8 th 2006 Data set contents BUILDING ENTRANCE Entrance and Car Park 4 points of view

9. INRIA, NICE, December 7 th -8 th 2006 Data set contents METRO Real subway scene

10. INRIA, NICE, December 7 th -8 th 2006 Data set contents ROAD Visible and IR clip Real scene

11. INRIA, NICE, December 7 th -8 th 2006 Data set and Ground truth Data set contents Data set resources Ground truth contents Ground truth resources

12. INRIA, NICE, December 7 th -8 th 2006 Data set resources Data set12Total Nb sequences 5 AP 3 BC 19 = 3 BE 4 MO 4 RD 5 AP 3 BC 21 = 3 BE 5 MO 5 RD 10 AP 6 BC 40 = 6 BE 9 MO 9 RD Nb clips (x Nb camera) 14 AP 6 BC 41 = 9 BE 4 MO 8 RD 10 AP 6 BC 37 = 9 BE 5 MO 7 RD 24 AP 12 BC 78 = 18 BE 9 MO 15 RD

13. INRIA, NICE, December 7 th -8 th 2006 Data set resources Data set12Total Total sequences Duration 38 min 03 s 12 min 04s AP 06 min 40s BC 02 min 24s BE 11 min 52s MO 05 min 03s RD 36 min 58 s 06 min 33s AP 07 min 24s BC 02 min 46s BE 10 min 16s MO 09 min 59s RD 1 h 15 min 01 s 18 min 37s AP 14 min 04s BC 05 min 10s BE 22 min 08s MO 15 min 02s RD Total Duration1 h 23 min 19 s1 h 00 min 02 s 2 h 23 min 21 s Mean Duration / sequence 1 min 56 s 02 min 25s AP 02 min 13s BC 00 min 48s BE 02 min 58s MO 01 min 16s RD 1 min 45 s 01 min 19s AP 02 min 28s BC 00 min 55s BE 02 min 03s MO 02 min 00s RD 1 min 50 s

14. INRIA, NICE, December 7 th -8 th 2006 Data set resources Data set1 Participation (13 participants) 2 Participation (16 participants) Priority sequences 1 AP 0 BC 1 BE 1 MO 1 RD 92 % --- 69 % 100 % 1 AP 0 BC 1 BE 1 MO 2 RD 94 % --- 94 % 75 % 94 % Wished sequences 1 AP 1 BC 1 BE 2 MO 0 RD 46 % 15 % 8 % 0 % --- 1 AP 1 BC 1 BE 2 MO 1 RD 25 % 19 % 22 % 19 % Others AP BC BE MO RD 25 % 0 % 7 % 0 % 5 % AP BC BE MO RD 23 % 15 % 25 % 22 % 19 %

15. INRIA, NICE, December 7 th -8 th 2006 Data set resources 2 video data set (test + evaluation) 2*2 DVD provided Documentation (metrics, annotation rules, structures and formats) Context and calibration information Data base (xls file)

16. INRIA, NICE, December 7 th -8 th 2006 Data set resources TopicsEvent of interest AP Vehicle movements: empty_area, inside_zone, enters_zone, stopped BC Person and objects interactions: opens/closes (door), picks_up/puts_down, abandoned_baggage, changes_zone, running BE Person, vehicle and objects interactions (complex scene): opens/closes (door), gets_in/gets_out, go_down/up_stairs, door_control, inside_zone, enters/exist_zone, changes_zone MO Abandoned baggage in crowded environment: Waiting, picks_up/puts_down, abandoned_baggage, people counting, exchange_objects, (ticket machine) RD Person, vehicle and objects interactions (complex scene): opens/closes (door), gets_(in/on)/gets_(out/of), biking, crossing, walking_with, overtaking

17. INRIA, NICE, December 7 th -8 th 2006 Data set and Ground truth Data set contents Data set resources Ground truth contents Ground truth resources

18. INRIA, NICE, December 7 th -8 th 2006 Ground truth contents Context information Physical objects of interest and events annotation Annotation rules provided to participant in a document and updated during the project Examples…

19. INRIA, NICE, December 7 th -8 th 2006 Data set and Ground truth Data set contents Data set resources Ground truth contents Ground truth resources

20. INRIA, NICE, December 7 th -8 th 2006 Ground truth resources Data set12Total Nb ground truth files 14 AP 3 BC 34 = 9 BE 4 MO 4 RD 10 AP 3 BC 32 = 9 BE 5 MO 5 RD 24 AP 6 BC 66 = 18 BE 9 MO 9 RD Sequence time 1 h 11 min 36 s (61 470 frames) 48 min 31 s (56 422 frames) 2 h 00 min 07s (117 892 frames)

21. INRIA, NICE, December 7 th -8 th 2006 Conclusion & Feedback Difficulties encountered: Definition of event Annotation subjectivity Proposition for other evaluation project: Ground truth done before data set distribution: Easier to identify difficulties that may encountered participants and add explanations and specific annotation rules Ground truth given between the deadline submission and the results processing to be able to correct ground truth before evaluation -> Time consuming