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EfficientDet: Scalable and Efficient Object Detection

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Nov 22 2019 Quoc Le

EfficientDet: a new family of efficient object detectors. It is based on EfficientNet, and many times more efficient than state of art models. Link: https://arxiv.org/abs/1911.09070 Code: coming soon https://t.co/2KYabAnpLL
9 replies, 811 likes


Nov 21 2019 Tomasz Malisiewicz

EfficientDet: Scalable and Efficient Object Detection. A new family of object detectors that achieves an order-of-magnitude better efficiency than prior art. +Large scale experiments from Google Brain https://arxiv.org/abs/1911.09070 #computervision #Robotics https://t.co/9mflLs3q0b
5 replies, 446 likes


Nov 22 2019 Mingxing Tan

Excited to share our work on efficient neural architectures for object detection! New state-of-the-art accuracy (51 mAP on COCO for single-model single-scale), with an order-of-magnitude better efficiency! Collaborated with @quocleix and @ruomingpang.
2 replies, 126 likes


Nov 22 2019 Aakash Kumar Nain

I will be writing a blog post explaining this amazing paper but only after next week. I am on a break right now.
1 replies, 55 likes


Nov 22 2019 hiroto

EfficientDet has two new features: EfficientNet backbone and BiFPN. It's quite helpful the paper shows the separate contribution of them. Res50 + FPN (standard RetinaNet) : 37.0 mAP EfficientNet B3 + FPN : 40.3 mAP from: https://arxiv.org/abs/1911.09070
1 replies, 42 likes


Nov 21 2019 phalanx

EfficientDet: Scalable and Efficient Object Detection https://arxiv.org/abs/1911.09070 https://t.co/WHUT6E6VXl
0 replies, 28 likes


Nov 21 2019 Karol Majek, PhD

EfficientDet (red one) is much faster and better than other SoA object detection nets! https://arxiv.org/abs/1911.09070 https://t.co/B9imj71bE4
0 replies, 15 likes


Nov 21 2019 Andrew Davison

Looks worth checking out... More efficient object detection.
0 replies, 11 likes


Nov 25 2019 akira

https://arxiv.org/abs/1911.09070 High-speed and high-accuracy object detection network, EfficientDet ,with search space like EfficientNet and BiFPN, kind of Feature Pyramid Network that flows information from both high and low resolutions. It achieve SOTA but about 10 times faster. https://t.co/LqpISudTm7
0 replies, 6 likes


Nov 22 2019 Ajay Tanwani

Using bidirectional feature pyramid network for object detection with surprisingly faster convergence
0 replies, 4 likes


Nov 21 2019 arXiv CS-CV

EfficientDet: Scalable and Efficient Object Detection http://arxiv.org/abs/1911.09070
0 replies, 3 likes


Nov 30 2019 Daisuke Okanohara

EfficientDet achieves efficient and accurate object detection by 1) using EfficientNet as a backbone 2) BiFPN based on PANet 3) scaling depth, channel, parameters jointly (as EfficientNet). Current networks seem still far from the optimum yet. https://arxiv.org/abs/1911.09070
0 replies, 3 likes


Nov 21 2019 Rosinality

https://arxiv.org/abs/1911.09070 https://t.co/F9eLwILgLc
1 replies, 2 likes


Nov 22 2019 Umberto Michelucci

Have to read the paper...
0 replies, 1 likes


Nov 21 2019 Brundage Bot

EfficientDet: Scalable and Efficient Object Detection. Mingxing Tan, Ruoming Pang, and Quoc V. Le http://arxiv.org/abs/1911.09070
1 replies, 0 likes


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