DeepLogo: Hitting Logo Recognition with the Deep Neural Network Hammer
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Abstract (arXiv)
Recently, there has been a flurry of industrial activity around logo recognition, such as Ditto's service for marketers to track their brands in user-generated images, and LogoGrab's mobile app platform for logo recognition. However, relatively little academic or open-source logo recognition progress has been made in the last four years. Meanwhile, deep convolutional neural networks (DCNNs) have revolutionized a broad range of object recognition applications. In this work, we apply DCNNs to logo recognition. We propose several DCNN architectures, with which we surpass published state-of-art accuracy on a popular logo recognition dataset.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 7 Oct 2015.
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Citing papers per year: 2021: 2; 2022: 4; 2023: 1.
7 papers.
- 2021FoodLogoDet-1500: A Dataset for Large-Scale Food Logo Detection via Multi-Scale Feature Decoupling Networkcited by 9
- 2022Deep Learning for Logo Detection: A Surveycited by 8
- 2022Multi-Label Logo Recognition and Retrieval based on Weighted Fusion of Neural Featurescited by 2
- 2021Discriminative Semantic Feature Pyramid Network with Guided Anchoring for Logo Detectioncited by 1
- 2023FashionLOGO: Prompting Multimodal Large Language Models for Fashion Logo Embeddingscited by 1
- 2022Classification of Beer Bottles using Object Detection and Transfer Learningcited by 0
- 2022Contrastive Multi-View Textual-Visual Encoding: Towards One Hundred Thousand-Scale One-Shot Logo Identificationcited by 0
- 2023FashionLOGO: Prompting Multimodal Large Language Models for Fashion Logo Embeddings17 Aug 2023
- 2022Contrastive Multi-View Textual-Visual Encoding: Towards One Hundred Thousand-Scale One-Shot Logo Identification23 Nov 2022
- 2022Deep Learning for Logo Detection: A Survey10 Oct 2022
- 2022Multi-Label Logo Recognition and Retrieval based on Weighted Fusion of Neural Features11 May 2022
- 2022Classification of Beer Bottles using Object Detection and Transfer Learning11 Jan 2022
- 2021Discriminative Semantic Feature Pyramid Network with Guided Anchoring for Logo Detection31 Aug 2021
- 2021FoodLogoDet-1500: A Dataset for Large-Scale Food Logo Detection via Multi-Scale Feature Decoupling Network10 Aug 2021