Image Captioning for Near-Future Events from Vehicle Camera Images and Motion Information

Author(s):  
Yuki Mori ◽  
Tsubasa Hirakawa ◽  
Takayoshi Yamashita ◽  
Hironobu Fujiyoshi
2018 ◽  
Vol 6 (1) ◽  
pp. 91-114
Author(s):  
Stefan Hartmann

Abstract This paper investigates the alternation between two competing German future constructions, the werden + Infinitive construction and the futurate present, from a usage-based perspective. Two lines of evidence are combined: On the one hand, a pilot corpus study indicates that werden + Infinitive is more likely to be used for referring to distant-future events than to near-future events. However, syntactic factors seem to be at least as decisive as semantic ones for speakers’ choice between the two constructions. On the other hand, an experimental study taps into language users’ interpretation of sentences framed in one of the two constructions. It can be shown that the grammatical framing does not significantly affect participants’ estimates of the temporal distance of the events to which the stimuli sentences refer. This suggests that the meaning differences between the two constructions be more nuanced, e.g. pertaining to discourse-pragmatic functions.


1986 ◽  
Vol 53 (1) ◽  
pp. 55-62 ◽  
Author(s):  
Joanne W. Putnam ◽  
Robert H. Bruininks

A Delphi survey procedure was used to forecast future events and set goals relative to deinstitutionalization and educational services for handicapped children and youth. Thirty-three persons of varying organizational affiliations, occupations, and geographical locations participated in two rounds of mail surveys. Questionnaires presented forecasts for deinstitutionalization and residential services spanning the entire life cycle and educational services directed more at children and youth below 25 years of age. Among some of the major trends predicted were that the deinstitutionalization movement would not lose momentum and that community-based residential services would increasingly become available to all persons with handicaps. Panelists anticipated that children and youth with handicaps would be educated more in natural environments and situations, but did not foresee a wholesale movement of mildly handicapped students or special education teachers into regular classroom settings in the near future.


2016 ◽  
Vol 9 (3) ◽  
pp. 256-265 ◽  
Author(s):  
Martin A Conway ◽  
Catherine Loveday ◽  
Scott N Cole

Remembering and imagining are intricately related, particularly in imagining the future: episodic future thinking. It is proposed that remembering the recent past and imagining the near future take place in what we term the remembering–imagining system. The remembering–imagining system renders recently formed episodic memories and episodic imagined near-future events highly accessible. We suggest that this serves the purpose of integrating past, current, and future goal-related activities. When the remembering–imagining system is compromised, following brain damage and in psychological illnesses, the future cannot be effectively imagined and episodic future thinking may become dominated by dysfunctional images of the future.


2021 ◽  
Author(s):  
Alan Kadin

<div>Although consciousness has been difficult to define, most researchers in artificial intelligence would agree that AI systems to date have not exhibited anything resembling consciousness. But is a conscious machine possible in the near future? I suggest that a new definition of consciousness may provide a basis for developing a conscious machine. The key is pattern recognition of correlated events in time, leading to the identification of a unified self-agent. Such a conscious system can create a simplified virtual environment, revise it to reflect updated sensor inputs, and partition the environment into self, other agents, and relevant objects. It can track recent time sequences of events, predict future events based on models and patterns in memory, and attribute causality to events and agents. It can make rapid decisions based on incomplete data, and can dynamically learn new responses based on appropriate measures of success and failure. The central aspect of consciousness is the generation of a dynamic narrative, a real-time model of a self-agent pursuing goals in a virtual reality. A conscious machine of this type may be implemented using an appropriate neural network linked to episodic memories. Near-term applications may include autonomous vehicles and online agents for cybersecurity.</div><div>Paper presented at virtual IEEE International Conference on Rebooting Computing (ICRC), Nov. 2021. To be published in conference proceedings 2022.</div>


2021 ◽  
Author(s):  
Alan Kadin

<div>Although consciousness has been difficult to define, most researchers in artificial intelligence would agree that AI systems to date have not exhibited anything resembling consciousness. But is a conscious machine possible in the near future? I suggest that a new definition of consciousness may provide a basis for developing a conscious machine. The key is pattern recognition of correlated events in time, leading to the identification of a unified self-agent. Such a conscious system can create a simplified virtual environment, revise it to reflect updated sensor inputs, and partition the environment into self, other agents, and relevant objects. It can track recent time sequences of events, predict future events based on models and patterns in memory, and attribute causality to events and agents. It can make rapid decisions based on incomplete data, and can dynamically learn new responses based on appropriate measures of success and failure. The central aspect of consciousness is the generation of a dynamic narrative, a real-time model of a self-agent pursuing goals in a virtual reality. A conscious machine of this type may be implemented using an appropriate neural network linked to episodic memories. Near-term applications may include autonomous vehicles and online agents for cybersecurity.</div><div>Paper presented at virtual IEEE International Conference on Rebooting Computing (ICRC), Nov. 2021. To be published in conference proceedings 2022.</div>


2020 ◽  
Author(s):  
Kelli L. Sullivan ◽  
David P. Sheppard ◽  
Briana Johnson ◽  
Jennifer L. Thompson ◽  
Luis D. Medina ◽  
...  

Objective: While HIV disease is associated with declarative memory impairment, the ability of people with HIV (PWH) to describe past and future autobiographical events is not known. The constructive episodic simulation hypothesis asserts that one’s ability to imagine future autobiographical events relies on the construction of details from past autobiographical memories and plays a role in adaptive behavior. Method: Participants included 63 PWH and 28 seronegative individuals ages 50 and older who completed standardized neurocognitive and everyday functioning assessments. Participants described four events from the recent past and four imagined events in the near future, details from which were classified as internal or external to the main event. Results: PWH produced fewer autobiographical details with a small-to-medium effect sizes, but did not differ from seronegative participants in meta-cognitive ratings of their performance. The study groups did not vary across past or future probes or internal versus external details; however, within the entire sample, past events were described in greater detail than future events, and more external than internal details were produced. Within PWH, the production of fewer internal details for future events was moderately associated with poorer prospective memory, executive dysfunction, and errors on a laboratory-based task of medication management. Conclusions: Older PWH may experience difficulty generating autobiographical details from the past and simulated events in the future, which may be related to executive dyscontrol of memory processes. Future studies might examine the role of these deficits in health behaviors such as medication adherence and retention in healthcare.


2007 ◽  
Vol 44 (3) ◽  
pp. 379-388 ◽  
Author(s):  
Min Zhao ◽  
Steve Hoeffler ◽  
Gal Zauberman

Research on choice over time has found that people tend to focus on concrete aspects of near-future events and abstract aspects of distant-future events. Furthermore, a focus on concrete aspects heightens the feasibility-related components, whereas a focus on abstract aspects heightens the desirability-related components, which can lead to preference inconsistency over time. In this research, the authors integrate research on choice over time with mental simulation. They propose and show that counter to people's natural tendencies, outcome simulation for near-future events and process simulation for distant-future events lead to preference consistency over time. The results also suggest that outcome timing moderates the effectiveness of process versus outcome simulation.


2019 ◽  
Vol 11 (4) ◽  
pp. 446-453 ◽  
Author(s):  
Anita Körner ◽  
Sophie Moritz ◽  
Roland Deutsch

Causes of behavior are often classified as either dispositional (e.g., personality) or situational (e.g., circumstances). However, the disposition–situation dichotomy confounds locus (internal vs. external) and stability (unstable vs. stable) of attribution, rendering it unclear whether locus or stability drives changes in dispositionality. In the present research, we examine the dispositional shift—that is, psychologically distant (vs. near) events are attributed to dispositional (vs. situational) causes. Using construal level theory, we hypothesize that the dispositional shift is caused by a change in stability (but not necessarily locus) of attribution. Two experiments support this hypothesis. In Experiment 1, distant (vs. near) future events were attributed to more stable causes. In Experiment 2, actions by a socially distant person (vs. oneself) were also attributed to more stable (but also more internal) causes. Thus, important psychological manipulations, here psychological distance, can influence causal dimensions selectively, supporting the independence of stability and locus of attribution.


1966 ◽  
Vol 24 ◽  
pp. 116-117
Author(s):  
P.-I. Eriksson

Nowadays more and more of the reductions of astronomical data are made with electronic computers. As we in Uppsala have an IBM 1620 at the University, we have taken it to our help with reductions of spectrophotometric data. Here I will briefly explain how we use it now and how we want to use it in the near future.


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