With the rapid emergence of the technology of deep learning, it was successfully used in different fields such as the aquatic product. New opportunities in addition to challenges can be created according to this change for helping data processing in the smart fish farm. This study focuses on deep learning applications and how to support different activities in aquatic like identification of the fish, species classification, feeding decision, behavior analysis, estimation size, and prediction of water quality. Power and performance of (...) computing with the analyzed given data are applied in the proposed DL method within fish farming. Results of the proposed method show the significance of contributions in deep learning and how automatic features are extracted. Still, there is a big challenge of using deep learning in an era of artificial intelligence. Training of the proposed method used a large number of labeled images got from the Fish4Knowledge dataset. The proposed method based on suitable feature extracted from the fish achieved good results in terms of recognition rate and accuracy. (shrink)

How do newborns learn to recognize objects? According to temporal learning models in computational neuroscience, the brain constructs object representations by extracting smoothly changing features from the environment. To date, however, it is unknown whether newborns depend on smoothly changing features to build invariant object representations. Here, we used an automated controlled-rearing method to examine whether visual experience with smoothly changing features facilitates the development of view-invariant object recognition in a newborn animal model—the domestic chick. When newborn chicks were (...) reared with a virtual object that moved smoothly over time, the chicks created view-invariant representations that were selective for object identity and tolerant to viewpoint changes. Conversely, when newborn chicks were reared with a temporally non-smooth object, the chicks developed less selectivity for identity features and less tolerance to viewpoint changes. These results provide evidence for a “smoothness constraint” on the development of invariant object recognition and indicate that newborns leverage the temporal smoothness of natural visual environments to build abstract mental models of objects. (shrink)

There exists substantial cultural variation in how emotions are expressed, but there is also considerable evidence for universal properties in facial and vocal affective expressions. This is the first empirical effort examining the perception of vocal emotional expressions across cultures with little common exposure to sources of emotion stimuli, such as mass media. Shuar hunter-horticulturalists from Amazonian Ecuador were able to reliably identify happy, angry, fearful and sad vocalizations produced by American native English speakers by matching emotional spoken utterances to (...) emotional expressions portrayed in pictured faces. The Shuar performed similarly to English speakers who heard the same utterances in a content-filtered condition. These data support the hypothesis that vocal emotional expressions of basic affective categories manifest themselves in similar ways across quite disparate cultures. (shrink)

The paper argues that in our usage of moral language we relate three concepts: guilt, forgiveness, and reconciliation. This assumes that we can distinguish between external actions and internal executions, because guilt as well as forgiveness and reconciliation are realities that first affect our inner humanity. When a relationship has been damaged by culpable actions (sometimes even by both sides), forgiveness is the precondition of reconciliation. As long as people accuse each other, there can be no talk of true reconciliation. (...) Although these are attitudes, that is, inner engagements, reconciliation also becomes outwardly recognizable as peace. However, these relationships can only be explained well in the connections of individual persons to each other. When political communities confront each other, our moral sense becomes fuzzy, because it is not so easy to say how such collectives (e.g., peoples) are to be determined in their inside and outside. Who can and may forgive, if other persons have become victims of culpable actions, but cannot forgive themselves? Here, then, the difficulty of individuality and collectivity is added. The essay pleads for maintaining the conceptual conjunction between individual and collective forgiveness. However, this should not be done at the price of a complete socio-ontological dissolution of collectives. Therefore, one must also be cautious about rash universalistic appropriation of the Other or the other group, because this is usually accompanied by a failure to recognize and endure the selfhood of the Other. Before it comes to a “false” reconciliation in this way, it is better to at least recognize each other – also in diversity. This should also be reflected in the rules of conflict, which must above all be oriented toward ensuring that conflicts are not carried out in such a way that the manner in which the conflict is carried out makes reconciliation impossible. But in both collective and individual reconciliation, the person does not have the outcome of the process entirely in his or her own hands. Reconciliation is not a technique, but a relational event that is carried out in an “open space.”. (shrink)

In the 1980s extra-parliamentary social movements and critical theories of race, class, and gender added a new sociocultural understanding of justice—recognition—to the much older socioeconomic one. The best-known form of the struggle for recognition is the identity politics of disadvantaged groups. I argue that there is still another option to conceptualize their predicament, neglected in recent political philosophy, which understands exclusion not in terms of injustice, more particularly a lack of sociocultural recognition, but in terms of a (...) lack of freedom. I draw my inspiration from Hannah Arendt's model of political action. Arendt diagnoses exclusion not solely as a mode of injustice, but as a lack of participation and public freedom. Consequently, she advocates a struggle for participation, political equality, and freedom as a strategy for emancipation or empowerment. Arendt could help feminists see that collective empowerment is made possible not by a shared identity (the target of poststructuralist critics) but by common action in the service of a particular worldly issue or common end. In other words, feminists would do well to appreciate the revolutionary quality and heritage of the feminist movement better, that is, its character as a set of practices of freedom. (shrink)

Simulation process and mirroring mechanism appear to be necessary to the recognition of emotional facial expressions. Prefrontal areas were found to support this simulation mechanism. The present research analyzed the role of premotor area in processing emotional faces with different valence , considering both conscious and unconscious pathways. High-frequency rTMS stimulation was applied to prefrontal area to induce an activation response when overt and covert processing was implicated. Twenty-two subjects were asked to detect emotion/no emotion . Error rates and (...) response times were considered in response to the experimental conditions. ERs and RTs decreased in case of premotor brain activation, specifically in response to fear, for both conscious and unconscious condition. The present results highlight the role of the premotor system for facial expression processing, supporting the existence of two analogous mechanisms for conscious and unconscious condition. (shrink)

Predictive processing models of perception take issue with standard models of perception as hierarchical bottom-up processing modulated by memory and attention. The predictive framework posits that the brain generates predictions about stimuli, which are matched to the incoming signal. Mismatches between predictions and the incoming signal – so-called prediction errors – are then used to generate new and better predictions until the prediction errors have been minimized, at which point a perception arises. Predictive models hold that all bottom-up processes are (...) signals conveying prediction errors to higher areas, which respond by updating their predictions. We take issue with this claim and argue that object recognition requires bottom-up processing that cannot be understood in terms of prediction errors. Along the way, we expand on previous work casting doubt on the framework's ability to account for attention. Specifically, we argue that the type of attention that allows us to rapidly extract the gist of an object or scene presents an additional challenge to the predictive approach. We conclude by considering how the framework may be augmented to avoid these problems. (shrink)

The present study examines the association between people’s interoceptive representation of physical sensations and the recognition of vocal and facial expressions of emotion. We used body maps to study the granularity of the interoceptive conceptualisation of 11 positive emotions (amusement, awe, compassion, contentment, desire, love, joy, interest, pride, relief, and triumph) and a new emotion recognition test (Emotion Expression Understanding Test) to assess the ability to recognise emotions from vocal and facial behaviour. Overall, we found evidence for distinct (...) interoceptive conceptualizations of 11 positive emotions across Asian American, European American, and Latino/a American cultures, as well as the reliable identification of emotion in facial and vocal expressions. Central to new theorising about emotion-related representation, the granularity of physical sensations did not covary with emotion recognition accuracy, suggesting that two kinds of emotion conceptualisation processes might be distinct. (shrink)

Recognition memory performance reflects two distinct memory processes: a conscious process of recollection, which allows remembering specific details of a previous event, and familiarity, which emerges in the absence of any conscious information about the context in which the event occurred. Slow wave sleep and rapid eye movement sleep are differentially involved in the consolidation of different types of memory. The study assessed the effects of SWS and REM sleep on recollection, by means of the “remember”/”know” paradigm. Subjects studied (...) three blocks of 12 words before a 3-h retention interval filled with SWS, REM sleep or wakefulness, placed between 3 a.m. and 6 a.m. Afterwards, recognition and recollection were tested. Recollection was higher after a retention interval rich in SWS than after a retention interval rich in REM sleep or filled with wakefulness. The results suggest that SWS facilitates the process of recollection in recognition memory. (shrink)

ABSTRACT It used to be said that shame culture waned in early modernity, but there is a growing body of historiography on the vital role that recognition and the opinion of others continued to play. Honour mattered; for some it was the mark and the maker of your true self. While philosophers like Hobbes, Locke, Mandeville, Hume, Smith, and Rousseau disagreed in their evaluations of the phenomenon, they were united in thinking that the great engine of recognition whirred (...) like furious clockwork through human society. When one listens to voices from the margins of power, however, to formerly enslaved black women and men, and white women, one hears a different story – that the machine is broken. I argue that, albeit from incomparable positions, they articulate a theory of misrecognition in the face of systematic power. Sensitive to the entanglements of epistemology and naturalised inequality, they offer a politics of vision that deconstructs the punitive lenses of gender and race which render people invisible and misunderstood, and in so doing they try to write themselves into view. They offer an account of the mysterious intractability of hegemonic ways of seeing that poses a challenge to both the putatively laissez-faire economy of recognition of their enlightened contemporaries, and to the emancipatory teleology of modern recognition theorists. (shrink)

Haunted People Syndrome denotes individuals who recurrently report various “supernatural” encounters in everyday settings ostensibly due to heightened somatic-sensory sensitivities to dis-ease states, which are contextualized by paranormal beliefs and reinforced by perceptual contagion effects. This view helps to explain why these anomalous experiences often appear to be idioms of stress or trauma. We tested the validity and practical utility of the HP-S concept in an empirical study of an active and reportedly intense ghostly episode that was a clinical referral. (...) The case centered on the life story of the primary percipient, a retired female healthcare worker. Secondary percipients included her husband and adult daughter, all of whom reported an array of benign and threatening anomalies across five successive residences. Guided by prior research, we administered the family online measures of transliminality, sensory-processing sensitivity, paranormal belief, locus of control, desirability for control, and a standardized checklist of haunt-type phenomena. The primary percipient also completed a measure of adverse childhood events and supplied an event diary of her anomalous experiences. We found reasonably consistent support for HP-S from a set of quantitative observations that compared five proposed syndrome features against the family members’ psychometric profiles and the structure and contents of their anomalous experiences. Specifically, the reported anomalies both correlated with the family’s scores on transliminality and paranormal belief, as well as elicited attributions and reaction patterns aligned with threat detection. There was also some evidence of perceptual congruency among the family members’ anomalous experiences. Putative psi cannot be ruled out, but we conclude that the family’s ordeal fundamentally involved the symptoms and manifestations of thin mental boundary functioning in the face of unfavorable circumstances or overstimulating environments and subsequently acerbated by poor emotion regulation, histrionic and catastrophizing reactions, and active confirmation biases. (shrink)

Feminists have long been aware that the notion of women is problematic and using it uncritically without further qualifications leads to exclusions. In the article, I argue that the source of these problems lies in the understanding of concepts as static and clearly defined. I deploy Hegel’s idea of syllogism to define dynamic concepts, which I term ‘fractal concepts’ because of their complexity and constant development. In such structures the balance between the universal, the particular and the individual is maintained (...) and, consequently, every woman is essential for the definition of such a non-essentialist notion of women. I propose that an epistemological interpretation of the Hegelian idea of recognition can be used to describe the development of fractal concepts in the confrontation of different perspectives. It also explains the obstruction of this process by the desire for domination and control, which results in the appropriation of group identities by their privileged members. I situate the logical and political framework developed in the paper in the context of feminist controversies around the concept of woman and argue that it provides us with a comprehensive account of intersectionality as well as an explicative solution to the regress problem. (shrink)

In the present study, we investigated the effects of selective attention at encoding on conceptual object priming (Experiment 1) and old-new recognition memory (Experiment 2) tasks in young and older adults. The procedures of both experiments included encoding and memory test phases separated by a short delay. At encoding, the picture outlines of two familiar objects, one in blue and the other in green, were presented to the left and to the right of fixation. In Experiment 1, participants were (...) instructed to attend to the picture outline of a certain color and to classify the object as natural or artificial. After a short delay, participants performed a natural/ artificial speeded conceptual classification task with repeated attended, repeated unattended and new pictures. In Experiment 2, participants at encoding memorized the attended pictures and classified them as natural or artificial. After the encoding phase, they performed an old-new recognition memory task. Consistent with previous findings with perceptual priming tasks, we found that conceptual object priming, like explicit memory, required attention at encoding. Significant priming was obtained in both age groups, but only for those pictures that were attended at encoding. Although older adults were slower than young adults, both groups showed facilitation for attended pictures. In line with previous studies, young adults had better recognition memory than older adults. (shrink)

This study examined the time-course of context effects on spoken word recognition during Chinese sentence processing. We recruited 60 native Mandarin listeners to participate in an eye-tracking experiment. In this eye-tracking experiment, listeners were told to listen to a sentence carefully, which ended with a Chinese homophone, and look at different visual probes presented concurrently on the computer screen naturally. Different types of context and probe types were manipulated in the experiment. The results showed that preceding sentence context had (...) an early effect on spoken word recognition processes and phonological information of the distracters had only a negligible effect on the spoken word recognition processes. Finally, the patterns of eye-tracking results seemed to favor an interactive approach in spoken word recognition. (shrink)