Fine-grained car detection for visual census estimation

T Gebru, J Krause, Y Wang, D Chen, J Deng… - Proceedings of the …, 2017 - ojs.aaai.org
… In this work, we train a fast, large scale fine-grained detection system able to detect cars in
… of our fine-grained car dataset we also collected bounding boxes for nearly 400,000 cars in …

Fine-grained vehicle type detection and recognition based on dense attention network

X Ke, Y Zhang - Neurocomputing, 2020 - Elsevier
Vehicle detection and recognition … vehicle datasets and high similarity of fine-grained vehicle
types. In terms of the scarcity of vehicle datasets, this study proposes a strategy of collecting

Deep CNNs with spatially weighted pooling for fine-grained car recognition

Q Hu, H Wang, T Li, C Shen - IEEE Transactions on Intelligent …, 2017 - ieeexplore.ieee.org
… We also collect two large-scale datasets to prove the robustness of the proposed method.
We have presented comprehensive evaluations on the effectiveness of the swp method for the …

Scalable annotation of fine-grained categories without experts

T Gebru, J Krause, J Deng, L Fei-Fei - … of the 2017 CHI Conference on …, 2017 - dl.acm.org
… a large-scale fine-grained dataset consisting of 712,430 images of 2,657 car categories
comprising all cars manufactured … and large scale dataset with citizen scientists: The fine print in …

Large scale fine-grained categorization and domain-specific transfer learning

Y Cui, Y Song, C Sun, A Howard… - Proceedings of the …, 2018 - openaccess.thecvf.com
… (eg., recognizing bird species or car make & model). In such … on large scale datasets to
small scale fine-grained domains. … on existing large scale datasets without collecting new data. …

Multi-path deep cnns for fine-grained car recognition

H Wang, J Peng, Y Zhao, X Fu - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… whole car, car front and car logo, which is for fine-grained car … on fine-grained car recognition,
we collect a large-scale car … , we collected a large-scale dataset named MPF-Cars, which …

A model for fine-grained vehicle classification based on deep learning

S Yu, Y Wu, W Li, Z Song, W Zeng - Neurocomputing, 2017 - Elsevier
… to build a large scale dataset, one should first collect massive images by … a large scale
dataset suitable for fine-grained vehicle classification. (2) In what way can we get detect vehicles

Hierarchical joint cnn-based models for fine-grained cars recognition

M Liu, C Yu, H Ling, J Lei - … Conference, ICCCS 2016, Nanjing, China, July …, 2016 - Springer
fine-grained datasets are small-scale because the labeled fine-grained data is much harder
to be collected … A large-scale car dataset for fine-grained categorization and verification. In: …

Deep traffic light detection for self-driving cars from a large-scale dataset

J Kim, H Cho, M Hwangbo, J Choi… - 2018 21st …, 2018 - ieeexplore.ieee.org
collected a human-annotated largescale traffic lights dataset (over 60 hours). We also designed
a real-world experiment with an instrumented self-driving vehicle … a fine-grained detector …

Fine-grained vehicle classification with channel max pooling modified CNNs

Z Ma, D Chang, J Xie, Y Ding, S Wen… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Cars196 dataset is collected with the web-images from multi-views. The CompCars dataset
… Tang, “A large-scale car dataset for fine-grained categorization and verification,” in Proc. …