Matches in SemOpenAlex for { <https://semopenalex.org/work/W3156913014> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W3156913014 endingPage "012157" @default.
- W3156913014 startingPage "012157" @default.
- W3156913014 abstract "Abstract This paper describes a quantization method for pre-trained deep CNN models, and has achieved very good results in YOLOv3. The weights are quantized to int8 and the biases are quantized to int16, by contrasting the float inference result, the mAP loss is less than 0.5 %. While running neural nets on hardware, 8-bit fixed-point quantization is the key to efficient inference. However, it is a very difficult task for running a very deep network on 8-bit hardware, often resulting in a significant decrease in accuracy or spending a lot of time on retraining the network. Our method uses dynamic fixed-point quantization and adds a small amount of bit-shifts to balance the accuracy of each layer in a YOLO network. At the same time, it further shows that this method can also be extended to other computer vision architectures and tasks, such as semantic segmentation and image classification." @default.
- W3156913014 created "2021-04-26" @default.
- W3156913014 creator A5005014547 @default.
- W3156913014 creator A5024063889 @default.
- W3156913014 creator A5029003093 @default.
- W3156913014 creator A5048272237 @default.
- W3156913014 creator A5083029162 @default.
- W3156913014 date "2021-04-01" @default.
- W3156913014 modified "2023-09-23" @default.
- W3156913014 title "A Dynamic Balance Quantization Method for YOLOv3" @default.
- W3156913014 cites W2793950911 @default.
- W3156913014 doi "https://doi.org/10.1088/1742-6596/1848/1/012157" @default.
- W3156913014 hasPublicationYear "2021" @default.
- W3156913014 type Work @default.
- W3156913014 sameAs 3156913014 @default.
- W3156913014 citedByCount "1" @default.
- W3156913014 countsByYear W31569130142021 @default.
- W3156913014 crossrefType "journal-article" @default.
- W3156913014 hasAuthorship W3156913014A5005014547 @default.
- W3156913014 hasAuthorship W3156913014A5024063889 @default.
- W3156913014 hasAuthorship W3156913014A5029003093 @default.
- W3156913014 hasAuthorship W3156913014A5048272237 @default.
- W3156913014 hasAuthorship W3156913014A5083029162 @default.
- W3156913014 hasBestOaLocation W31569130141 @default.
- W3156913014 hasConcept C108583219 @default.
- W3156913014 hasConcept C11413529 @default.
- W3156913014 hasConcept C144133560 @default.
- W3156913014 hasConcept C154945302 @default.
- W3156913014 hasConcept C155202549 @default.
- W3156913014 hasConcept C2776214188 @default.
- W3156913014 hasConcept C2778712577 @default.
- W3156913014 hasConcept C28855332 @default.
- W3156913014 hasConcept C41008148 @default.
- W3156913014 hasConcept C50644808 @default.
- W3156913014 hasConcept C89600930 @default.
- W3156913014 hasConceptScore W3156913014C108583219 @default.
- W3156913014 hasConceptScore W3156913014C11413529 @default.
- W3156913014 hasConceptScore W3156913014C144133560 @default.
- W3156913014 hasConceptScore W3156913014C154945302 @default.
- W3156913014 hasConceptScore W3156913014C155202549 @default.
- W3156913014 hasConceptScore W3156913014C2776214188 @default.
- W3156913014 hasConceptScore W3156913014C2778712577 @default.
- W3156913014 hasConceptScore W3156913014C28855332 @default.
- W3156913014 hasConceptScore W3156913014C41008148 @default.
- W3156913014 hasConceptScore W3156913014C50644808 @default.
- W3156913014 hasConceptScore W3156913014C89600930 @default.
- W3156913014 hasIssue "1" @default.
- W3156913014 hasLocation W31569130141 @default.
- W3156913014 hasOpenAccess W3156913014 @default.
- W3156913014 hasPrimaryLocation W31569130141 @default.
- W3156913014 hasRelatedWork W2790662084 @default.
- W3156913014 hasRelatedWork W2948658236 @default.
- W3156913014 hasRelatedWork W2960184797 @default.
- W3156913014 hasRelatedWork W4200477060 @default.
- W3156913014 hasRelatedWork W4220708658 @default.
- W3156913014 hasRelatedWork W4220855245 @default.
- W3156913014 hasRelatedWork W4243168368 @default.
- W3156913014 hasRelatedWork W4285827401 @default.
- W3156913014 hasRelatedWork W4293211451 @default.
- W3156913014 hasRelatedWork W4295036012 @default.
- W3156913014 hasVolume "1848" @default.
- W3156913014 isParatext "false" @default.
- W3156913014 isRetracted "false" @default.
- W3156913014 magId "3156913014" @default.
- W3156913014 workType "article" @default.