An adaptation framework for head-pose classification in dynamic multi-view scenarios

Multi-view head-pose estimation in low-resolution, dynamic scenes is difficult due to blurred facial appearance and perspective changes as targets move around freely in the environment. Under these conditions, acquiring sufficient training examples to learn the dynamic relationship between position, face appearance and head-pose can be very expensive. Instead, a transfer learning approach is proposed in this work. Upon learning a weighted-distance function from many examples where the target position is fixed, we adapt these weights to the scenario where target positions are varying. The adaptation framework incorporates reliability of the different face regions for pose estimation under positional variation, by transforming the target appearance to a canonical appearance corresponding to a reference scene location. Experimental results confirm effectiveness of the proposed approach, which outperforms state-of-the-art by 9.5% under relevant conditions. To aid further research on this topic, we also make DPOSE- a dynamic, multi-view head-pose dataset with ground-truth publicly available with this paper.

Exploring Transfer Learning Approaches for Head Pose Classification from Multi-view Surveillance Images

Head pose classification from surveillance images acquired with distant, large field-of-view cameras is difficult as faces are captured at low-resolution and have a blurred appearance. Domain adaptation approaches are useful for transferring knowledge from the training (source) to the test (target) data when they have different attributes, minimizing target data labeling efforts in the process. This paper examines the use of transfer learning for efficient multi-view head pose classification with minimal target training data under three challenging situations: (i) where the range of head poses in the source and target images is different, (ii) where source images capture a stationary person while target images capture a moving person whose facial appearance varies under motion due to changing perspective, scale and (iii) a combination of (i) and (ii). On the whole, the presented methods represent novel transfer learning solutions employed in the context of multi-view head pose classification. We demonstrate that the proposed solutions considerably outperform the state-of-the-art through extensive experimental validation. Finally, the DPOSE dataset compiled for benchmarking head pose classification performance with moving persons, and to aid behavioral understanding applications is presented in this work.

The Head-On Colliding Process Of Binary Liquid Droplets At Low Velocity: High-Speed Photography Experiments And Modeling

The experimental and theoretical studies are reported in this paper for the head-on collisions of a liquid droplet with another of the same fluid resting on a solid substrate. The droplet on the hydrophobic polydimethylsiloxane (PDMS) substrate remains in a shape of an approximately spherical segment and is isometric to an incoming droplet. The colliding process of the binary droplets was recorded with high-speed photography. Head-on collisions saw four different types of response in our experiments: complete rebound, coalescence, partial rebound With conglutination, and coalescence accompanied by conglutination. For a complete rebound, both droplets exhibited remarkable elasticity and the contact time of the two colliding droplets was found to be in the range of 10-20 ms. With both droplets approximately considered as elastic bodies, Hertz contact theory was introduced to estimate the contact time for the complete rebound case. The estimated result Was found to be on the same order of magnitude as the experimental data, which indicates that the present model is reasonable. (C) 2008 Elsevier Inc. All rights reserved.

Tidal oscillations at the head of Monterey Submarine Canyon and their relation to oceanographic sampling and the circulation of water in Monterey Bay. Annual report, Part 6, September 1972

During a 25-hour hydrographic times series at two stations near the head of Monterey Submarine Canyon, an internal tide was observed with an amplitude of 80 to 115 m in water depths of 120 and 220 m respectively. These large oscillations produced daily variations in hydrographic and chemical parameters that were of the same magnitude as seasonal variations in Monterey Bay. Computed velocities associated with the internal tide were on the order of 10 em/sec, and this tidally induced circulation may have a significant role in the exchange of deep water between Monterey Submarine Canyon and the open ocean. (PDF contains 49 pages)

IP Simulation of Micro Gas Flows under 3-D Head Sliders

Gas film lubrication of a three-dimensional flat read-write head slider is calculated using the information preservation (IP) method and the direct simulation Monte Carlo (DSMC) method, respectively. The pressure distributions on the head slider surface at different velocities and flying heights obtained by the two methods are in excellent agreement. IP method is also employed to deal with head slider with three-dimensional complex configuration. The pressure distribution on the head slider surface and the net lifting force obtained by the IP method also agree well with those of DSMC method. Much less (of the order about 10(2) less) computational time (the sum of the time used to reach a steady stage and the time used in sampling process) is needed by the IP method than the DSMC method and such an advantage is more remarkable as the gas velocity decreases.

EXPERIMENTAL AND THEORETICAL STUDY OF BINARY DROPLET HEAD-ON COLLISIONS IN MEMS

The experimental and theoretical investigations into the head-on collision between a landing droplet with another one resting on the PDMS substrate were addressed in this talk. The colliding process of the two droplets was recorded with highspeed camera. Four different responses after collision were observed in our experiments: complete rebound, coalescence, partial rebound with conglutination, and coalescence accompanied by conglutination. The contact time between the two colliding droplets was found to be in the range of 10-20 milliseconds. For the complete bouncing case, Hertz contact model was applied to estimate the contact time of the binary head-on colliding droplets with both the droplets considered as elastic bodies. The estimated contact time was in good agreement with the experimental result.

The head-body weight and head-body length relationship of Synodontis schall (Bloch and Schneider 1801) in Asa Lake, Ilorin, Nigeria

A total of 710 specimens of Synodontis schall were analyzed for the head body weight and head body length relationship. The head constituted 40% of the total body weight and 30% of the total body length. The mean head weight for male and female computed was 23.90g and 29.13g respectively. Head weight in both male and female was significantly different (P<0.01) while the head length for the combined sexes showed no significant difference (P>0.05). Fat accumulation in the body tissue was prominent in the females than males usually before the breeding season. The significance of the cephalo-nuchal shield in the bony head of Synodontis species compared with some other catfishes in the lake was also discussed

O raciocínio clínico do enfermeiro na avaliação de feridas em clientes com afecções oncológicas

Estudo de natureza qualitativa, descritiva e exploratória, que teve como objeto o raciocínio clínico elaborado pelos enfermeiros ao cuidarem de feridas em clientes com afecções oncológicas. Os objetivos traçados para o estudo foram: identificar as estratégias cognitivas que os enfermeiros com especialização em área oncológica consideram adotar para o estabelecimento de um julgamento clínico na avaliação de feridas em clientes com afecções oncológicas e caracterizar as etapas de elaboração mental para construção do raciocínio clínico que os enfermeiros consideram percorrer quando da avaliação de feridas em cliente acometido por afecções oncológicas. O campo de pesquisa foi o Instituto Nacional do Câncer, no qual os cenários de coleta foi a unidade HC-I nas Seções de Oncologia Clínica, Neurocirurgia, Abdominopélvica, Centro de Tratamento Intensivo e Cirurgia de Cabeça e Pescoço. Os sujeitos do estudo foram treze enfermeiros com especialização em oncologia, que assistiam clientes com afecções oncológicas, há pelo menos cinco anos. A coleta dos dados aconteceu nos meses de junho e julho de 2009, sendo utilizado um roteiro de entrevista semi-estruturada para captar as informações. A análise dos dados foi realizada com base no método de análise de conteúdo, que ao ser aplicado possibilitou a apreensão de quatro categorias: (1) a afecção oncológica como fator expressivo na elaboração mental diagnóstica do enfermeiro; (2) a relevância do conhecimento teórico-prático avançado para a elaboração mental avaliativa do enfermeiro; (3) a construção da elaboração mental para o raciocínio clínico diagnóstico do enfermeiro; (4) a importância da interação humana no contexto avaliativo. Concluiu-se que, este estudo identificou, na discussão das categorias, as quatro principais estratégias cognitivas que os enfermeiros com especialização em área oncológica consideram adotar para o estabelecimento de um julgamento clínico na avaliação de feridas em clientes com afecções oncológicas e caracterizou as etapas de elaboração mental para construção do raciocínio clínico diagnóstico do tipo hipotético-dedutivo e intuitivo. Compreendeu-se que os sujeitos da pesquisa detêm qualidades intelectuais específicas e avançadas, quando elaboram diagnósticos e intervenções baseadas nas respostas humanas em situação de avaliação de feridas nos clientes com doença oncológica, e foi considerado que o ensino pode impulsionar o desenvolvimento das competências cognitivas no sentido de formar profissionais capazes de avaliar o próprio conhecimento, bem como a fomentação de novas pesquisas relativas a essa temática imprescindível para uma assistência de enfermagem qualificada.