Projekt per år
Sammanfattning
have recently improved significantly, but in practice, look-
ing at only a single RGB image at the time may not be ideal.
For example, when detecting objects in videos, a foreground
detection algorithm can be used to obtain compact temporal
data, which can be fed into a neural network alongside RGB
images. We propose an approach for doing this, based on
an existing object detector, that re-uses pretrained weights
for the processing of RGB images. The neural network was
tested on the VIRAT dataset with annotations for object de-
tection, a problem this approach is well suited for. The ac-
curacy was found to improve significantly (up to 66%), with
a roughly 40% increase in computational time.
Originalspråk | engelska |
---|---|
Titel på värdpublikation | International Conference on Computer Vision Workshops, 2017 |
Undertitel på värdpublikation | Computer Vision for Road Scene Understanding and Autonomous Driving Workshop |
Förlag | IEEE - Institute of Electrical and Electronics Engineers Inc. |
Sidor | 190-197 |
Antal sidor | 8 |
DOI | |
Status | Published - 2018 jan. 19 |
Evenemang | 16th IEEE International Conference on Computer Vision Workshops, ICCVW 2017 - Venice, Italien Varaktighet: 2017 okt. 22 → 2017 okt. 29 |
Konferens
Konferens | 16th IEEE International Conference on Computer Vision Workshops, ICCVW 2017 |
---|---|
Land/Territorium | Italien |
Ort | Venice |
Period | 2017/10/22 → 2017/10/29 |
Ämnesklassifikation (UKÄ)
- Datorseende och robotik (autonoma system)
Fingeravtryck
Utforska forskningsämnen för ”Improving a real-time object detector with compact temporal information”. Tillsammans bildar de ett unikt fingeravtryck.-
AI Lund: AI-forskning vid Lunds universitet
Åström, K. (Projektkoordinator), Malec, J. (Projektkoordinator), Larsson, S. (Projektkoordinator), Ohlsson, M. (Projektkoordinator), Balkenius, C. (Projektkoordinator), Dutceac Segesten, A. (Projektkoordinator), Haider, J. (Projektkoordinator), Willim, R. (Projektkoordinator), Ledendal, J. (Projektkoordinator), Aits, S. (Projektkoordinator), Hedlund, M. (Forskare), Wisbrant, J. (Projektkommunikatör), Heiberg, E. (PI), Topp, E. A. (Forskare), Janneck, J. (Forskare), Klang, M. (Forskare), Brinck, I. (Forskare), Sundin, O. (Forskare), Westin, E. (Administratör), Blom Lussi, E. (Projektkoordinator) & Axhamn, J. (Projektkoordinator)
2018/01/01 → …
Projekt: Nätverk
-
Semantisk kartering & visuell navigering för smarta robotar
Åström, K. (PI), Sminchisescu, C. (PI), Kahl, F. (PI), Robertsson, A. (PI), Flood, G. (Forskarstuderande), Priisalu, M. (Forskarstuderande), Greiff, M. (Forskarstuderande) & Sun, Z. (Forskare)
2016/07/01 → 2022/06/30
Projekt: Forskning
-
InDeV: In-Depth understanding of accident causation for Vulnerable road users
Laureshyn, A. (Projektkoordinator), Varhelyi, A. (Forskare), Johnsson, C. (Forskarstuderande), D'agostino, C. (Forskare), Svensson, Å. (Forskare) & Norén, H. (Forskningsassistent)
2014/05/01 → 2018/10/31
Projekt: Forskning