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137


Learning domain-invariant feature for robust depth-image-based 3D shape retrieval

Zhu, Jing; Rizzo, John-Ross; Fang, Yi
In recent years, 3D shape retrieval has been garnering increased attention in a wide range of fields, including graphics, image processing and computer vision. Meanwhile, with the advances in depth sensing techniques, such as those used by the Kinect and 3D LiDAR device, depth images of 3D objects can be acquired conveniently, leading to rapid increases of depth image dataset. In this paper, different from most of the traditional cross-domain 3D shape retrieval approaches that focused on the RGB-D image-based or sketch-based shape retrieval, we aim to retrieve shapes based only on depth image queries. Specifically, we proposed to learn a robust domain-invariant representation between 3D shape and depth image domains by constructing a pair of discriminative neural networks, one for each domain. The two networks are connected by a loss function with constraints on both inter-class and intra-class margins, which minimizes the intra-class variance while maximizing the inter-class margin among data from the two domains (depth image and 3D shape). Our experiments on the NYU Depth V2 dataset (with Kinect-type noise) and two 3D shape (CAD model) datasets (SHREC 2014 and ModelNet) demonstrate that our proposed technique performs superiorly over existing state-of-the-art approaches on depth-image-based 3D shape retrieval task. (C) 2017 Elsevier B.V. All rights reserved.
ISI:000458876700004
ISSN: 0167-8655
CID: 3705572

History and Future Directions of Vision Testing in Head Trauma

Akhand, Omar; Rizzo, John-Ross; Rucker, Janet C; Hasanaj, Lisena; Galetta, Steven L; Balcer, Laura J
BACKGROUND:Concussion leads to neurophysiologic changes that may result in visual symptoms and changes in ocular motor function. Vision-based testing is used increasingly to improve detection and assess head injury. This review will focus on the historical aspects and emerging data for vision tests, emphasizing rapid automatized naming (RAN) tasks and objective recording techniques, including video-oculography (VOG), as applied to the evaluation of mild traumatic brain injury. METHODS:Searches on PubMed were performed using combinations of the following key words: "concussion," "mild traumatic brain injury," "rapid automatized naming," "King-Devick," "mobile universal lexicon evaluation system," "video-oculography," and "eye-tracking." Additional information was referenced from web sites of vendors of commercial eye-tracking systems and services. RESULTS:Tests of rapid number, picture, or symbol naming, termed RAN tasks, have been used in neuropsychological studies since the early 20th century. The visual system contains widely distributed networks that are readily assessed by a variety of functionally distinct RAN tasks. The King-Devick test, a rapid number naming assessment, and several picture-naming tests, such as the Mobile Universal Lexicon Evaluation System (MULES) and the modified Snodgrass and Vanderwart image set, show capacity to identify athletes with concussion. VOG has gained widespread use in eye- and gaze-tracking studies of head trauma from which objective data have shown increased saccadic latencies, saccadic dysmetria, errors in predictive target tracking, and changes in vergence in concussed subjects. Performance impairments on RAN tasks and on tasks recorded with VOG are likely related to ocular motor dysfunction and to changes in cognition, specifically to attention, memory, and executive functioning. As research studies on ocular motor function after concussion have expanded, so too have commercialized eye-tracking systems and assessments. However, these commercial services are still investigational and all vision-based markers of concussion require further validation. CONCLUSIONS:RAN tasks and VOG assessments provide objective measures of ocular motor function. Changes in ocular motor performance after concussion reflect generalized neurophysiologic changes affecting a variety of cognitive processes. Although these tests are increasingly used in head injury assessments, further study is needed to validate them as adjunctive diagnostic aids and assessments of recovery.
PMID: 30358639
ISSN: 1536-5166
CID: 3385062

Vision problems

Chapter by: Kapoor, Neera; Balcer, Laura J; Rizzo, John-Ross
in: Textbook of traumatic brain injury by Silver, Jonathan M; McAllister, Thomas W; Arciniegas, David B (Eds)
Washington, DC : American Psychiatric Association Publishing, [2019]
pp. ?-?
ISBN: 1615371125
CID: 4452812

Modeling gaze position-dependent opsoclonus

Optican, Lance M; Rucker, Janet C; Rizzo, John-Ross; Hudson, Todd E
Opsoclonus/flutter (O/F) is a rare disorder of the saccadic system. Previously, we modeled O/F that developed in a patient following abuse of anabolic steroids. That model, as in all models of the saccadic system, generates commands to make a change in eye position. Recently, we saw a patient who developed a unique form of opsoclonus following a concussion. The patient had postsaccadic ocular flutter in both directions of gaze, and opsoclonus during fixation and pursuit in the left hemifield. A new model of the saccadic system is needed to account for this gaze-position dependent O/F. We started with our prior model, which contains two key elements, mutual inhibition between inhibitory burst neurons on both sides and a prolonged reactivation time of the omnipause neurons (OPNs). We included new inputs to the OPNs from the nucleus prepositus hypoglossi and the frontal eye fields, which contain position-dependent neurons. This provides a mechanism for delaying OPN reactivation, and creating a gaze-position dependence. A simplified pursuit system was also added, the output of which inhibits the OPNs, providing a mechanism for gaze-dependence during pursuit. The rest of the model continues to generate a command to change eye position.
PMID: 31325994
ISSN: 1875-7855
CID: 3986522

Eye-hand re-coordination: A pilot investigation of gaze and reach biofeedback in chronic stroke

Rizzo, John-Ross; Beheshti, Mahya; Shafieesabet, Azadeh; Fung, James; Hosseini, Maryam; Rucker, Janet C; Snyder, Lawrence H; Hudson, Todd E
Within the domain of motor performance, eye-hand coordination centers on close relationships between visuo-perceptual, ocular and appendicular motor systems. This coordination is critically dependent on a cycle of feedforward predictions and feedback-based corrective mechanisms. While intrinsic feedback harnesses naturally available movement-dependent sensory channels to modify movement errors, extrinsic feedback may be provided synthetically by a third party for further supplementation. Extrinsic feedback has been robustly explored in hand-focused, motor control studies, such as through computer-based visual displays, highlighting the spatial errors of reaches. Similar attempts have never been tested for spatial errors related to eye movements, despite the potential to alter ocular motor performance. Stroke creates motor planning deficits, resulting in the inability to generate predictions of motor performance. In this study involving visually guided pointing, we use an interactive computer display to provide extrinsic feedback of hand endpoint errors in an initial baseline experiment (pre-) and then feedback of both eye and hand errors in a second experiment (post-) to chronic stroke participants following each reach trial. We tested the hypothesis that extrinsic feedback of eye and hand would improve predictions and therefore feedforward control. We noted this improvement through gains in the spatial and temporal aspects of eye-hand coordination or an improvement in the decoupling noted as incoordination post-stroke in previous studies, returning performance toward healthy, control behavior. More specifically, results show that stroke participants, following the interventional feedback for eye and hand, improved both their accuracy and timing. This was evident through a temporal re-synchronization between eyes and hands, improving correlations between movement timing, as well as reducing the overall time interval (delay) between effectors. These experiments provide a strong indication that an extrinsic feedback intervention at appropriate therapeutic doses may improve eye-hand coordination during stroke rehabilitation.
PMID: 31325995
ISSN: 1875-7855
CID: 3986532

Eye position-dependent opsoclonus in mild traumatic brain injury

Rizzo, John-Ross; Hudson, Todd E; Sequeira, Alexandra J; Dai, Weiwei; Chaudhry, Yash; Martone, John; Zee, David S; Optican, Lance M; Balcer, Laura J; Galetta, Steven L; Rucker, Janet C
Opsoclonus consists of bursts of involuntary, multidirectional, back-to-back saccades without an intersaccadic interval. We report a 60-year-old man with post-concussive headaches and disequilibrium who had small amplitude opsoclonus in left gaze, along with larger amplitude flutter during convergence. Examination was otherwise normal and brain MRI was unremarkable. Video-oculography demonstrated opsoclonus predominantly in left gaze and during pursuit in the left hemifield, which improved as post-concussive symptoms improved. Existing theories of opsoclonus mechanisms do not account for this eye position-dependence. We discuss theoretical mechanisms of this behavior, including possible dysfunction of frontal eye field and/or cerebellar vermis neurons; review ocular oscillations in traumatic brain injury; and consider the potential relationship between the larger amplitude flutter upon convergence and post-traumatic ocular oscillations.
PMID: 31325998
ISSN: 1875-7855
CID: 3986542

MULES on the Sidelines: A Vision-Based Assessment Tool for Sports-Related Concussion [Meeting Abstract]

Fallon, Samuel; Hasanaj, Lisena; Liu, Darlina; Akhand, Omar; Martone, John; Giles, Julie; Webb, Nikki; Drattell, Julia; Serrano, Liliana; Rizzo, John-Ross; Rucker, Janet; Cardone, Dennis; Galetta, Steven; Balcer, Laura
ISI:000475965902130
ISSN: 0028-3878
CID: 4028962

Can Art Therapy improve signs and symptoms of Parkinson\s Disease? Preliminary Results from the "ExplorArtPD Study" [Meeting Abstract]

Cucca, Alberto; Sharma, Kush; Acosta, Ikuko; Beheshti, Mahya; Berberian, Marygrace; Bertish, Hilary C.; Feigin, Andrew; Jung, Jiyoon; Hudson, Todd; Mania, Daniella; Rizzo, John Ross; Biagioni, Milton
ISI:000475965902039
ISSN: 0028-3878
CID: 4028912

Art therapy may improve signs and symptoms of Parkinson's disease: Preliminary findings from the "ExplorArtPD Study" [Meeting Abstract]

Sharma, K; Acosta, I; Berberian, M; Mania, D; Jiyoon, J; Rizzo, J R; Feigin, A S; Biagioni, M C; Cucca, A
Background: Symptoms related to impaired visuospatial function are relatively common in patients with Parkinson's disease (PD). Restricted visual processing can directly hamper patients' motor function. For example, systematic biases in visual perception may influence navigational veering, thus directly affecting locomotion. In patients with PD, an impaired visual function is linked to negative feelings including depression, fearfulness and reduced self-efficacy. Art Therapy (AT) has the potential of recruiting different neural networks, including those concerned with high visual conscious perception. As such, AT may serve as a neurobehavioral intervention to improve multiple functional domains, including visuospatial functions and emotional wellness.
Method(s): This is a dual-phase exploratory study. 1: cross-sectional, controlled, biomarker study on 30 non-demented PD patients (H&Y 2-3) and 30 age-matched controls; 2: prospective, open label study involving 20 sessions of AT (2sessions/week). Motor and gait functions were assessed by MDS-UPDRS, Timed Up and Go test (TUG), and wearable accelerometers. Cognitive and Visuospatial functions were assessed by neuropsychological inventories (MoCA, Rey-Osterrieth FigureTest, Benton Visual Test), computerized testing (Navon VisualTest, Visual Research Test, and visual reaction time), and binocular eyetracking (Eyelink 2). Psychological wellness was assessed by Beck Depression Index (BDI), Modified Fatigue Impact Scale, and PROMIS-Self-Efficacy scales. Brain imaging included T1-weighted 3D high resolution, DWI, and RSfMRI sequences. Preliminary analyses were conducted on clinical data from 18 PD-patients and 14 controls completing the study. Eye tracking from 4 subjects was analyzed for exploratory purposes.
Result(s): PD-patients and controls were significantly different with respect to BDI score, Navon Visual Test, Rey Figure Test, UPDRSIII, and TUG-3 (maximum gait speed). Following AT, PD patients showed significant improvements in UPDRS-III, UPDRS-total, PROMIS (symptoms management), and Navon Visual Test (number of errors). A strong trend towards improved ReyeFigureTest was observed. On eye tracking analysis, significant increases in exploratory eye movements and fixation patterns were observed spatiotopically during examined stimulus regions.
Discussion(s): According to our preliminary findings, AT may improve visual-constructional abilities, visual recognition, and motor function. These improvements are accompanied by increased self-efficacy and changes in oculomotor behavior characterized by a more efficient visual exploration strategy. The duration of these potential benefits as well as their underlying mechanisms remain to be determined
EMBASE:630630756
ISSN: 1877-718x
CID: 4292862

Increasing Velocity Slow Phases in Acquired Nystagmus

Bakaeva, Tatiana; Desai, Ninad; Dai, Weiwei; Rizzo, John-Ross; Rucker, Janet C
PMID: 29923871
ISSN: 1536-5166
CID: 3158202