FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3217708712> ?p ?o ?g. }

• W3217708712 abstract "A key component of understanding hand-object interactions is the ability to identify the active object -- the object that is being manipulated by the human hand. In order to accurately localize the active object, any method must reason using information encoded by each image pixel, such as whether it belongs to the hand, the object, or the background. To leverage each pixel as evidence to determine the bounding box of the active object, we propose a pixel-wise voting function. Our pixel-wise voting function takes an initial bounding box as input and produces an improved bounding box of the active object as output. The voting function is designed so that each pixel inside of the input bounding box votes for an improved bounding box, and the box with the majority vote is selected as the output. We call the collection of bounding boxes generated inside of the voting function, the Relational Box Field, as it characterizes a field of bounding boxes defined in relationship to the current bounding box. While our voting function is able to improve the bounding box of the active object, one round of voting is typically not enough to accurately localize the active object. Therefore, we repeatedly apply the voting function to sequentially improve the location of the bounding box. However, since it is known that repeatedly applying a one-step predictor (i.e., auto-regressive processing with our voting function) can cause a data distribution shift, we mitigate this issue using reinforcement learning (RL). We adopt standard RL to learn the voting function parameters and show that it provides a meaningful improvement over a standard supervised learning approach. We perform experiments on two large-scale datasets: 100DOH and MECCANO, improving AP50 performance by 8% and 30%, respectively, over the state of the art." @default.
• W3217708712 created "2021-12-06" @default.
• W3217708712 creator A5026602389 @default.
• W3217708712 creator A5037322163 @default.
• W3217708712 creator A5072539599 @default.
• W3217708712 date "2021-10-21" @default.
• W3217708712 modified "2023-09-25" @default.
• W3217708712 title "Sequential Voting with Relational Box Fields for Active Object Detection" @default.
• W3217708712 cites W1576725826 @default.
• W3217708712 cites W1977420968 @default.
• W3217708712 cites W2000761799 @default.
• W3217708712 cites W2034368206 @default.
• W3217708712 cites W2054657387 @default.
• W3217708712 cites W2145073242 @default.
• W3217708712 cites W2149276562 @default.
• W3217708712 cites W2153169563 @default.
• W3217708712 cites W2179488730 @default.
• W3217708712 cites W2204609240 @default.
• W3217708712 cites W2469312016 @default.
• W3217708712 cites W2551640181 @default.
• W3217708712 cites W2613718673 @default.
• W3217708712 cites W2781143029 @default.
• W3217708712 cites W2962766617 @default.
• W3217708712 cites W2963097937 @default.
• W3217708712 cites W2963188159 @default.
• W3217708712 cites W2963601560 @default.
• W3217708712 cites W2964222622 @default.
• W3217708712 cites W2964309882 @default.
• W3217708712 cites W2971865660 @default.
• W3217708712 cites W2989604896 @default.
• W3217708712 cites W3009447447 @default.
• W3217708712 cites W3021322563 @default.
• W3217708712 cites W3034891989 @default.
• W3217708712 cites W3035385851 @default.
• W3217708712 cites W3035598501 @default.
• W3217708712 cites W3037859578 @default.
• W3217708712 cites W3090476579 @default.
• W3217708712 cites W3119437694 @default.
• W3217708712 cites W3174480456 @default.
• W3217708712 doi "https://doi.org/10.48550/arxiv.2110.11524" @default.
• W3217708712 hasPublicationYear "2021" @default.
• W3217708712 type Work @default.
• W3217708712 sameAs 3217708712 @default.
• W3217708712 citedByCount "0" @default.
• W3217708712 crossrefType "posted-content" @default.
• W3217708712 hasAuthorship W3217708712A5026602389 @default.
• W3217708712 hasAuthorship W3217708712A5037322163 @default.
• W3217708712 hasAuthorship W3217708712A5072539599 @default.
• W3217708712 hasBestOaLocation W32177087121 @default.
• W3217708712 hasConcept C115961682 @default.
• W3217708712 hasConcept C14036430 @default.
• W3217708712 hasConcept C147037132 @default.
• W3217708712 hasConcept C153083717 @default.
• W3217708712 hasConcept C154945302 @default.
• W3217708712 hasConcept C160633673 @default.
• W3217708712 hasConcept C17744445 @default.
• W3217708712 hasConcept C199539241 @default.
• W3217708712 hasConcept C2781238097 @default.
• W3217708712 hasConcept C31972630 @default.
• W3217708712 hasConcept C41008148 @default.
• W3217708712 hasConcept C520049643 @default.
• W3217708712 hasConcept C63584917 @default.
• W3217708712 hasConcept C78458016 @default.
• W3217708712 hasConcept C86803240 @default.
• W3217708712 hasConcept C94625758 @default.
• W3217708712 hasConceptScore W3217708712C115961682 @default.
• W3217708712 hasConceptScore W3217708712C14036430 @default.
• W3217708712 hasConceptScore W3217708712C147037132 @default.
• W3217708712 hasConceptScore W3217708712C153083717 @default.
• W3217708712 hasConceptScore W3217708712C154945302 @default.
• W3217708712 hasConceptScore W3217708712C160633673 @default.
• W3217708712 hasConceptScore W3217708712C17744445 @default.
• W3217708712 hasConceptScore W3217708712C199539241 @default.
• W3217708712 hasConceptScore W3217708712C2781238097 @default.
• W3217708712 hasConceptScore W3217708712C31972630 @default.
• W3217708712 hasConceptScore W3217708712C41008148 @default.
• W3217708712 hasConceptScore W3217708712C520049643 @default.
• W3217708712 hasConceptScore W3217708712C63584917 @default.
• W3217708712 hasConceptScore W3217708712C78458016 @default.
• W3217708712 hasConceptScore W3217708712C86803240 @default.
• W3217708712 hasConceptScore W3217708712C94625758 @default.
• W3217708712 hasLocation W32177087121 @default.
• W3217708712 hasLocation W32177087122 @default.
• W3217708712 hasOpenAccess W3217708712 @default.
• W3217708712 hasPrimaryLocation W32177087121 @default.
• W3217708712 hasRelatedWork W121273120 @default.
• W3217708712 hasRelatedWork W1564558219 @default.
• W3217708712 hasRelatedWork W2007544051 @default.
• W3217708712 hasRelatedWork W2337415362 @default.
• W3217708712 hasRelatedWork W2489489317 @default.
• W3217708712 hasRelatedWork W2801801420 @default.
• W3217708712 hasRelatedWork W2974375613 @default.
• W3217708712 hasRelatedWork W2975200075 @default.
• W3217708712 hasRelatedWork W3002118011 @default.
• W3217708712 hasRelatedWork W4312857205 @default.
• W3217708712 isParatext "false" @default.
• W3217708712 isRetracted "false" @default.
• W3217708712 magId "3217708712" @default.
• W3217708712 workType "article" @default.