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AI科技's Projects

detectron icon detectron

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

detectron.pytorch icon detectron.pytorch

A pytorch implementation of Detectron. Both training from scratch and inferring directly from pretrained Detectron weights are available.

dink icon dink

🚕点云深度学习自动驾驶框架 | Point cloud DeepLearning Autonomous Driving Framework🚕

faceswap-gan icon faceswap-gan

A denoising autoencoder + adversarial loss for face swapping.

fashion-mnist icon fashion-mnist

A MNIST-like fashion product database. Benchmark :point_right:

fastmask icon fastmask

FastMask: Segment Multi-scale Object Candidates in One Shot

fttl-with-keras icon fttl-with-keras

Transfer Learning and Fine Tuning for Cross Domain Image Classification with Keras

hyperface-with-squeezenet icon hyperface-with-squeezenet

Two multitasking CNNs for simultaneous face detection, landmarks estimation and visibility, pose estimation and gender recognition. hyperface.py concatenates feature maps from initial, mid and final layers of the network and then branches out to different heads. multiout.py branches from the final layer of the network to different heads. DataGen2.py is the Data Generator used for reading multiple labels from json files. It is a modified version of Keras's default Data Generator. The idea is based on the following paper - [1] R. Ranjan, V. M. Patel, and R. Chellappa. Hyperface: A deep multitask learning framework for face detection, landmark localization, pose estimation, and gender recognition. CoRR, abs/1603.01249, 2016. The implementation is slightly different. The original HyperFace architecture is built on top of AlexNet while the implementation here uses another architecture called SqueezeNet.

imgaug icon imgaug

Image augmentation for machine learning experiments.

isc2021 icon isc2021

Code for the Image similarity challenge.

kittibox icon kittibox

A car detection model implemented in Tensorflow.

knn_cuda icon knn_cuda

Fast K-Nearest Neighbor search with GPU

lane-finding icon lane-finding

pipeline that annotates front-facing car video with lane lines. used color transforms, edge detection, Hough feature extraction, and line segment analysis.

lightnet icon lightnet

LightNet: Light-weight Networks for Semantic Image Segmentation (Cityscapes and Mapillary Vistas Dataset)

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