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4 changes: 2 additions & 2 deletions 2018/08/14/Generative-Adversarial-Nets/index.html
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4 changes: 2 additions & 2 deletions 2018/08/14/How-to-use-hexo/index.html
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4 changes: 2 additions & 2 deletions 2018/08/14/Keras-Tutorial/index.html
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4 changes: 2 additions & 2 deletions 2018/08/17/Pedestrian-Detection-Sources/index.html
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<meta name="description" content="前言 CornerNet: Detection Objects as Paired Keypoints 这篇论文发表在ECCV2018,本人感觉非常有意思,所以和大家分享一下。 Arxiv: https://arxiv.org/abs/1808.01244 Github: https://github.com/umich-vl/">
<meta name="description" content="前言 CornerNet: Detection Objects as Paired Keypoints 这篇论文发表在ECCV2018,本人感觉非常有意思,所以和大家分享一下。 Arxiv: https://arxiv.org/abs/1808.01244 Github: https://github.com/umich-vl/">
<meta name="keywords" content="Object Detection">
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<meta property="og:title" content="CornerNet: Detection Objects as Paired Keypoints">
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<meta property="og:description" content="前言 CornerNet: Detection Objects as Paired Keypoints 这篇论文发表在ECCV2018,本人感觉非常有意思,所以和大家分享一下。 Arxiv: https://arxiv.org/abs/1808.01244 Github: https://github.com/umich-vl/">
<meta property="og:description" content="前言 CornerNet: Detection Objects as Paired Keypoints 这篇论文发表在ECCV2018,本人感觉非常有意思,所以和大家分享一下。 Arxiv: https://arxiv.org/abs/1808.01244 Github: https://github.com/umich-vl/">
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<meta name="twitter:title" content="CornerNet: Detection Objects as Paired Keypoints">
<meta name="twitter:description" content="前言 CornerNet: Detection Objects as Paired Keypoints 这篇论文发表在ECCV2018,本人感觉非常有意思,所以和大家分享一下。 Arxiv: https://arxiv.org/abs/1808.01244 Github: https://github.com/umich-vl/">
<meta name="twitter:description" content="前言 CornerNet: Detection Objects as Paired Keypoints 这篇论文发表在ECCV2018,本人感觉非常有意思,所以和大家分享一下。 Arxiv: https://arxiv.org/abs/1808.01244 Github: https://github.com/umich-vl/">
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<h3 id="前言">前言</h3>
<p>CornerNet: Detection Objects as Paired Keypoints 这篇论文发表在ECCV2018,本人感觉非常有意思,所以和大家分享一下。</p>
<p>Arxiv: https://arxiv.org/abs/1808.01244 Github: https://github.com/umich-vl/</p>
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig1.png" title="We detect an object as a pair of bounding box corners grouped together.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig2.png" title="Often there is no local evidence to determine the location of a bounding box corner. We address this issue by proposing a new type of pooling layer.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig3.png" title="Corner pooling: for each channel, we take the maximum values (red dots) in two directions (red lines), each from a separate feature map, and add the two maximums together (blue dot).">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig4.png" title="Overview of CornerNet. The backbone network is followed by two prediction modules, one for the top-left corners and the other for the bottom-right corners. Using the predictions from both modules, we locate and group the corners.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig5.png" title="“Ground-truth” heatmaps for training.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig6.png" title="The top-left corner pooling layer can be implemented very efficiently. We scan from left to right for the horizontal max-pooling and from bottom to top for the vertical max-pooling. We then add two max-pooled feature maps.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig7.png" title="The prediction module starts with a modified residual block, in which we replace the first convolution module with our corner pooling module. The modified residual block is then followed by a convolution module. We have multiple branches for predict- ing the heatmaps, embeddings and offsets">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig8.png" title="Example bounding box predictions overlaid on predicted heatmaps of corners.">
<h3 id="前言">前言</h3>
<p>CornerNet: Detection Objects as Paired Keypoints 这篇论文发表在ECCV2018,本人感觉非常有意思,所以和大家分享一下。</p>
<p>Arxiv: https://arxiv.org/abs/1808.01244 Github: https://github.com/umich-vl/</p>
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig1.png" title="We detect an object as a pair of bounding box corners grouped together.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig2.png" title="Often there is no local evidence to determine the location of a bounding box corner. We address this issue by proposing a new type of pooling layer.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig3.png" title="Corner pooling: for each channel, we take the maximum values (red dots) in two directions (red lines), each from a separate feature map, and add the two maximums together (blue dot).">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig4.png" title="Overview of CornerNet. The backbone network is followed by two prediction modules, one for the top-left corners and the other for the bottom-right corners. Using the predictions from both modules, we locate and group the corners.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig5.png" title="“Ground-truth” heatmaps for training.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig6.png" title="The top-left corner pooling layer can be implemented very efficiently. We scan from left to right for the horizontal max-pooling and from bottom to top for the vertical max-pooling. We then add two max-pooled feature maps.">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig7.png" title="The prediction module starts with a modified residual block, in which we replace the first convolution module with our corner pooling module. The modified residual block is then followed by a convolution module. We have multiple branches for predict- ing the heatmaps, embeddings and offsets">
<img src="/2018/09/02/CornerNet-Detection-Objects-as-Paired-Keypoints/Fig8.png" title="Example bounding box predictions overlaid on predicted heatmaps of corners.">


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