TY - GEN
T1 - Motion Estimation for Quanta Image Sensors Using Spatio-Temporal Priors
AU - Fukawa, Hiroya
AU - Kurihara, Kosuke
AU - Maeda, Yoshihiro
AU - Sato, Shunichi
AU - Hamamoto, Takayuki
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Quanta image sensors are a novel paradigm in image sensor technology. Their direct application to quanta image sensors-based imaging systems is challenging because a bit-plane image is a set of binary images. In this paper, we introduce spatio-temporal priors based on the intensity invariance and smoothness characteristics of the motion vector. Specifically, we model when the image sequences align with the correct motion vector, the spatiotemporal structure becomes more consistent. Moreover, the spatial smoothness prior is incorporated through the smoothing filtering of the evaluation metrics of motion vector candidates. The experimental results show that the proposed method is more effective than conventional methods.
AB - Quanta image sensors are a novel paradigm in image sensor technology. Their direct application to quanta image sensors-based imaging systems is challenging because a bit-plane image is a set of binary images. In this paper, we introduce spatio-temporal priors based on the intensity invariance and smoothness characteristics of the motion vector. Specifically, we model when the image sequences align with the correct motion vector, the spatiotemporal structure becomes more consistent. Moreover, the spatial smoothness prior is incorporated through the smoothing filtering of the evaluation metrics of motion vector candidates. The experimental results show that the proposed method is more effective than conventional methods.
KW - bit-plane images
KW - motion estimation
KW - quanta image sensors
KW - spatio-temporal prior
UR - http://www.scopus.com/inward/record.url?scp=85218189783&partnerID=8YFLogxK
U2 - 10.1109/VCIP63160.2024.10849878
DO - 10.1109/VCIP63160.2024.10849878
M3 - Conference contribution
AN - SCOPUS:85218189783
T3 - 2024 IEEE International Conference on Visual Communications and Image Processing, VCIP 2024
BT - 2024 IEEE International Conference on Visual Communications and Image Processing, VCIP 2024
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2024 IEEE International Conference on Visual Communications and Image Processing, VCIP 2024
Y2 - 8 December 2024 through 11 December 2024
ER -