Posts by Category

Data Augmentation

Deep Image Harmonization

less than 1 minute read

Deep Image Harmonization Yi-Hsuan Tsai, et al. “Deep Image Harmonization” Computer Vision and Pattern Recognition 2017

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Generative Adversarial Network

BigGAN paper review

2 minute read

BigGAN Andrew Brock, et al. “Large Scale GAN Training for High Fidelity Natural Image Synthesis” Computer Vision and Pattern Recognition

AdaIN paper review

3 minute read

AdaIN Xun Huang, et al. “Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization.” Proceedings of the IEEE International Conference on ...

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Cnn architectures

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Image Recognition

ResNeXt paper review

2 minute read

Aggregated Residual Transformations for Deep Neural Networks Saining Xie, Kaiming He, et al. “Aggregated Residual Transformations for Deep Neural Networks...

VGG paper review

less than 1 minute read

Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan, Andrew Zisserman. “Very Deep Convolutional Networks for Large-Scale Ima...

Transfer-learning paper review

2 minute read

How transferable are features in deep neuralnetworks? Jason Yosinski, et al. “How transferable are features in deep neuralnetworks?”. 2014.

ResNet paper review

less than 1 minute read

Deep Residual Learning for Image Recognition Kaiming He, et al. “Deep Residual Learning for Image Recognition.” Proceedings of the IEEE conference on comp...

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Segmentation

Mask R-CNN paper review

2 minute read

Mask R-CNN Kaiming He, et al. “Mask R-CNN.” Proceedings of the IEEE International Conference on Computer Vision (ICCV)2017.

PSPNET paper review

2 minute read

Pyramid Scene Parsing Network Hengshuang Zhao, et al. “Pyramid Scene Parsing Network” Proceedings of the IEEE Conference on Computer Vision and Pattern Re...

DeepLabV2 paper review

2 minute read

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen, et al. “DeepLab: Semanti...

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Incremental or Continual Learning

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Face Detection

ArcFace paper review

1 minute read

ArcFace Jiankang Deng, et al. “ArcFace: Additive Angular Margin Loss for Deep Face Recognition” Computer Vision and Pattern Recognition

RetinaFace paper review

2 minute read

RetinaFace Jiankang Deng, et al. “RetinaFace: Single-stage Dense Face Localisation in the Wild” Computer Vision and Pattern Recognition

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Object Detection

R-CNN paper review

1 minute read

Rich feature hierarchies for accurate object detection and semantic segmentation Ross Girshick, et al. “Rich feature hierarchies for accurate object detec...

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Anomaly Detection

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Class Activation Mapping

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Video GAN

Playable Video Generation

less than 1 minute read

Playable Video Generation Willi Menapace, et al. [“Playable Video Generation”]https://arxiv.org/abs/2101.12195) Computer Vision and Pattern Recognition

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Contrastive Learning

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