Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385804903> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W4385804903 abstract "Thermal Infrared (IR) imagery is utilized in several applications due to their unique properties. However, there are a number of challenges, such as small target objects, image noise, lack of textural information, and background clutter, negatively affecting detection of objects in IR images. Current real-time object detection methods treat each image region separately and, in face of these challenges, this sole dependency on feature maps extracted by convolutional layers is not ideal. In this paper, we introduce a new architecture for real-time object detection in IR images by reasoning the relations between image regions by using self-attention. The proposed method, IR Reasoner, takes the spatial and semantic coherency between image regions into account to enhance the feature maps. We integrated this approach into the current state-of-the-art one-stage object detectors YOLOv4, YOLOR, and YOLOv7, and trained them from scratch on the FLIR ADAS dataset. Experimental evaluations show that the Reasoner variants perform better than the baseline models while still running in real-time. Our best performing Reasoner model YOLOv7-W6-Reasoner achieves 40.5% AP at 32.7 FPS. The code is publicly available. <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>1</sup>" @default.
- W4385804903 created "2023-08-15" @default.
- W4385804903 creator A5003028527 @default.
- W4385804903 creator A5080395937 @default.
- W4385804903 creator A5088995807 @default.
- W4385804903 creator A5092636007 @default.
- W4385804903 date "2023-06-01" @default.
- W4385804903 modified "2023-10-06" @default.
- W4385804903 title "IR Reasoner: Real-time Infrared Object Detection by Visual Reasoning" @default.
- W4385804903 cites W1861492603 @default.
- W4385804903 cites W1910108985 @default.
- W4385804903 cites W1989704487 @default.
- W4385804903 cites W1995045337 @default.
- W4385804903 cites W2001412060 @default.
- W4385804903 cites W2031489346 @default.
- W4385804903 cites W2049770187 @default.
- W4385804903 cites W2108598243 @default.
- W4385804903 cites W2111227709 @default.
- W4385804903 cites W2134146732 @default.
- W4385804903 cites W2158642273 @default.
- W4385804903 cites W2194775991 @default.
- W4385804903 cites W2294246347 @default.
- W4385804903 cites W2606609115 @default.
- W4385804903 cites W2608295741 @default.
- W4385804903 cites W2741620214 @default.
- W4385804903 cites W2963037989 @default.
- W4385804903 cites W2963446712 @default.
- W4385804903 cites W2963579094 @default.
- W4385804903 cites W2964080601 @default.
- W4385804903 cites W2964094751 @default.
- W4385804903 cites W2965912241 @default.
- W4385804903 cites W3046768359 @default.
- W4385804903 cites W3106250896 @default.
- W4385804903 cites W3113769242 @default.
- W4385804903 cites W3133874538 @default.
- W4385804903 cites W3138516171 @default.
- W4385804903 cites W3180134609 @default.
- W4385804903 cites W3211328899 @default.
- W4385804903 cites W4285290258 @default.
- W4385804903 cites W4285792526 @default.
- W4385804903 cites W4292794790 @default.
- W4385804903 cites W4312312588 @default.
- W4385804903 cites W639708223 @default.
- W4385804903 doi "https://doi.org/10.1109/cvprw59228.2023.00048" @default.
- W4385804903 hasPublicationYear "2023" @default.
- W4385804903 type Work @default.
- W4385804903 citedByCount "0" @default.
- W4385804903 crossrefType "proceedings-article" @default.
- W4385804903 hasAuthorship W4385804903A5003028527 @default.
- W4385804903 hasAuthorship W4385804903A5080395937 @default.
- W4385804903 hasAuthorship W4385804903A5088995807 @default.
- W4385804903 hasAuthorship W4385804903A5092636007 @default.
- W4385804903 hasConcept C132094186 @default.
- W4385804903 hasConcept C138885662 @default.
- W4385804903 hasConcept C153180895 @default.
- W4385804903 hasConcept C154945302 @default.
- W4385804903 hasConcept C184337299 @default.
- W4385804903 hasConcept C199360897 @default.
- W4385804903 hasConcept C2776151529 @default.
- W4385804903 hasConcept C2776401178 @default.
- W4385804903 hasConcept C2781238097 @default.
- W4385804903 hasConcept C31972630 @default.
- W4385804903 hasConcept C41008148 @default.
- W4385804903 hasConcept C41895202 @default.
- W4385804903 hasConcept C554190296 @default.
- W4385804903 hasConcept C76155785 @default.
- W4385804903 hasConcept C81363708 @default.
- W4385804903 hasConcept C9616225 @default.
- W4385804903 hasConceptScore W4385804903C132094186 @default.
- W4385804903 hasConceptScore W4385804903C138885662 @default.
- W4385804903 hasConceptScore W4385804903C153180895 @default.
- W4385804903 hasConceptScore W4385804903C154945302 @default.
- W4385804903 hasConceptScore W4385804903C184337299 @default.
- W4385804903 hasConceptScore W4385804903C199360897 @default.
- W4385804903 hasConceptScore W4385804903C2776151529 @default.
- W4385804903 hasConceptScore W4385804903C2776401178 @default.
- W4385804903 hasConceptScore W4385804903C2781238097 @default.
- W4385804903 hasConceptScore W4385804903C31972630 @default.
- W4385804903 hasConceptScore W4385804903C41008148 @default.
- W4385804903 hasConceptScore W4385804903C41895202 @default.
- W4385804903 hasConceptScore W4385804903C554190296 @default.
- W4385804903 hasConceptScore W4385804903C76155785 @default.
- W4385804903 hasConceptScore W4385804903C81363708 @default.
- W4385804903 hasConceptScore W4385804903C9616225 @default.
- W4385804903 hasLocation W43858049031 @default.
- W4385804903 hasOpenAccess W4385804903 @default.
- W4385804903 hasPrimaryLocation W43858049031 @default.
- W4385804903 hasRelatedWork W1988485990 @default.
- W4385804903 hasRelatedWork W2007544051 @default.
- W4385804903 hasRelatedWork W2095705906 @default.
- W4385804903 hasRelatedWork W2161193411 @default.
- W4385804903 hasRelatedWork W2334336442 @default.
- W4385804903 hasRelatedWork W2357365693 @default.
- W4385804903 hasRelatedWork W2732308154 @default.
- W4385804903 hasRelatedWork W2801801420 @default.
- W4385804903 hasRelatedWork W2975200075 @default.
- W4385804903 hasRelatedWork W3177406559 @default.
- W4385804903 isParatext "false" @default.
- W4385804903 isRetracted "false" @default.
- W4385804903 workType "article" @default.