{"product_id":"evaluation-of-approaches-for-action-similarity-measurement-segmentation-based-action-representation-for-action-recognition-in-videos-and-the-applications-in-robotics-von-guoliang-luo","title":"Evaluation of Approaches for Action Similarity Measurement","description":"\u003cp\u003eProgramming by Demonstration has been recently proposed as a way for a robot learning tasks from human demonstrations, where action recognition is a crucial step in the procedure. Based on this concept, a model-free approach for object manipulation was proposed by Aksoy et al.[1]. In specific, the approach classifies actions by observing object-interaction changes based on video segmentation. However, the segmentation suffers from various difficulties, such as motion blur, complex environment, over- and under- segmentation. For this reason, we simulate and evaluate the Aksoy et al.'s method. Additionally, we adapt a kernel based representation into Aksoy et al.'s method. The experiments shows the new method improves action recognition rate significantly.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783659710070\"\u003e\u003ch3\u003eSegmentation-based Action Representation for Action Recognition in Videos, and the Applications in Robotics\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783659710070","offer_id":39434755407965,"sku":"9783659710070","price":54.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/b698359f-4ebc-45e6-bcdd-6de71ac34032.jpg?v=1773123558","url":"https:\/\/shop.autorenwelt.de\/products\/evaluation-of-approaches-for-action-similarity-measurement-segmentation-based-action-representation-for-action-recognition-in-videos-and-the-applications-in-robotics-von-guoliang-luo","provider":"Autorenwelt Shop","version":"1.0","type":"link"}