TY - GEN
T1 - Scene hierarchy : a missing piece in scene classification
AU - Yusong, Leng
AU - Xiaotian, Lin
AU - Ramesh, Bharath
AU - Cheng, Xiang
AU - Heng, Lee Tong
PY - 2018
Y1 - 2018
N2 - ![CDATA[With the ultimate aim of semantic understanding of visual scenes, categorizing them into meaningful groups has been a central task in computer vision for more than two decades. From classical handcrafted features to recent self-learnt features, substantial progress has been made to improve its performance. Failed to be noticed by most solutions proposed so far, a hierarchical structure existing in scene categories, termed as scene hierarchy, is discovered in this paper. We argue that such hierarchy could reveal the latent relations among different visual scenes and further advance the state of the art of scene classification. In particular, we present a data-driven approach to identify the scene hierarchy and demonstrate its effectiveness in assisting scene classification.]]
AB - ![CDATA[With the ultimate aim of semantic understanding of visual scenes, categorizing them into meaningful groups has been a central task in computer vision for more than two decades. From classical handcrafted features to recent self-learnt features, substantial progress has been made to improve its performance. Failed to be noticed by most solutions proposed so far, a hierarchical structure existing in scene categories, termed as scene hierarchy, is discovered in this paper. We argue that such hierarchy could reveal the latent relations among different visual scenes and further advance the state of the art of scene classification. In particular, we present a data-driven approach to identify the scene hierarchy and demonstrate its effectiveness in assisting scene classification.]]
UR - https://hdl.handle.net/1959.7/uws:67502
U2 - 10.1109/ICCA.2018.8444277
DO - 10.1109/ICCA.2018.8444277
M3 - Conference Paper
SN - 9781538660898
SP - 253
EP - 258
BT - Proceedings of 2018 14th IEEE International Conference on Control and Automation (ICCA 2018), Anchorage, Alaska, 12-15 June, 2018
PB - IEEE
T2 - International Conference on Control and Automation
Y2 - 12 June 2018
ER -