[PDF] Top 20 Subspace Based Adaptation of Detectors for Video

... source video with the help of its annotation ...target video for subspace ...source subspace coordinate system into the target aligned source subspace coordinate system by aligning the ... See full document

... domain adaptation for audio and text [6], [5], domain adap- tation for images and video (pedestrian detection in particular) is a relatively new ...Domain adaptation for object detection (as opposed ... See full document

... Editing tools can help to significantly reduce human effort in semi-automatic ground truth generation. One such annotation tool is proposed in [39] and made available as a web-based collaborative platform [40]. ... See full document

... many adaptation methods which could adapt knowledge between domains in heterogeneous feature ...features based structural adaptive regression, heterogeneous feature augmentation multiple kernel transfer ... See full document

... As video is a complex data type, many of the proposed similarity measures are computationally ...new video added to the database or a query video presented by a user, similarity measurements need to ... See full document

... The video format such as CIF or QCIF impacts the number of admitted sessions due to the difference in the size of encoded ...input video as an acceptable video format for most video capable ... See full document

... [22]–[24] based on matrix representations for face ...two subspace analysis algorithms based on matrix representations, namely coupled subspace anal- ysis (CSA) [22], [23] and discriminant ... See full document

... voice, video, and data services have been driving various modern multimedia applications, such as video streaming and mobile ...for video transmission over an uplink multiaccess wireless channel is ... See full document

... other detectors have similar ...other detectors, as expected, as none of the other detectors can capture the exponentially decaying rate of the SαS tails better than [6] when α is large, inlcuding ... See full document

... silicon based photodetectors, and Avalanche Photodiodes are very promising candidates to assume this role thanks to their very high quantum efficiency, compactness, insensitivity to magnetic fields, low power ... See full document

... wave detectors in the ...ground based detectors were put online, out of whom CLIO, GEO 600, VIRGO, MiniGRAIL are operational, whereas initial and enhanced LIGO & TAMA 300 have been decommis- ... See full document

... Installation of production equipment may be preceded by additional evaluation steps, namely Factory Acceptance Testing (FAT) and Site Acceptance Testing (SAT). FAT/ SAT are particularly useful in case of complex and/or ... See full document

... 1φ = 0 . 0022 and 1θ = 0 . 0019. As can be observed from Fig. 3, the performance of the subspace fitting method is slightly better than that of the 2-D BMUSIC method. Moreover, both the low-complex OMP and ... See full document

... for video transmission over mobile ad hoc network, since we need to study about tool and what are all the requirements to install packages in network ...of video received at a ...for video ... See full document

... a video clip contains high activity level caused by camera/object motion and detected human objects, it is re-sampled under a small ...a video clip of low activity level will have a large re-sample interval ... See full document

... spatial subspace algorithm applying the subspace approach which decreases the errors caused by the model non-linearity effect and increases the resolution of phase deference ... See full document

... techniques have been proposed to discover the nonlinear structure of manifold, e.g. ISOMAP [13], LLE [6], Laplacian Eigenmap [12]. However, these nonlinear manifold learning techniques might not be suitable for face ... See full document

... of video quality enhancement, such as [8], [9] and [10], or throughput improvement such as ...each video layer according to packet loss visibil- ...source adaptation is proposed by which the sender’s ... See full document

... those video/audio seg- ments, which may cause audiences ’ strong reactions or special emotional experiences, such as laughing or ...levels based on arousal related fea- ...as video, audio, subtitle, ... See full document

... the video packet generated at the encoder is not ...best video quality, is selected, as shown in Figure 6 (the average distortion over the whole sequence is shown ... See full document