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NLP-CIC @ PRELEARN: Mastering prerequisites relations, from handcrafted features to embeddings
JasonAngel, SegunTaofeekAroyehun, AlexanderGelbukh....
Published date-11/07/2020
We present our systems and findings for the prerequisite relation learning task (PRELEARN) at EVALITA 2020. The task aims to classify whether a pair of concepts hold a prerequisite relation …
Rapid Pose Label Generation through Sparse Representation of Unknown Objects
RohanPratapSingh, MehdiBenallegue, YusukeYoshiyasu....
Published date-11/07/2020
PoseEstimation
Deep Convolutional Neural Networks (CNNs) have been successfully deployed on robots for 6-DoF object pose estimation through visual perception. However, obtaining labeled data on a scale required for the supervised …
TB-Net: A Three-Stream Boundary-Aware Network for Fine-Grained Pavement Disease Segmentation
YujiaZhang, QianzhongLi, XiaoguangZhao....
Published date-11/07/2020
Regular pavement inspection plays a significant role in road maintenance for safety assurance. Existing methods mainly address the tasks of crack detection and segmentation that are only tailored for long-thin …
Learning to Model and Ignore Dataset Bias with Mixed Capacity Ensembles
ChristopherClark, MarkYatskar, LukeZettlemoyer....
Published date-11/07/2020
NaturalLanguageInference, QuestionAnswering, VisualQuestionAnswering
Many datasets have been shown to contain incidental correlations created by idiosyncrasies in the data collection process. For example, sentence entailment datasets can have spurious word-class correlations if nearly all …
Depthwise Multiception Convolution for Reducing Network Parameters without Sacrificing Accuracy
GuoqingBao, ManuelB.Graeber, XiuyingWang....
Published date-11/07/2020
Deep convolutional neural networks have been proven successful in multiple benchmark challenges in recent years. However, the performance improvements are heavily reliant on increasingly complex network architecture and a high …
Grading the Severity of Arteriolosclerosis from Retinal Arterio-venous Crossing Patterns
LiangzhiLi, ManishaVerma, BowenWang....
Published date-11/07/2020
The status of retinal arteriovenous crossing is of great significance for clinical evaluation of arteriolosclerosis and systemic hypertension. As an ophthalmology diagnostic criteria, Scheie's classification has been used to grade …