liujie3948's repositories
Cross-domain-Human-Parsing-via-Adversarial-Feature-and-Label-Adaptation
we propose a novel and efficient cross-domain human parsing model to bridge the cross-domain differences in terms of visual appearance and environment conditions and fully exploit commonalities across domains. Our proposed model explicitly learns a feature compensation net-work, which is specialized for mitigating the cross-domain differences. A discriminative feature adversarial network is introduced to supervise the feature compensation to effectively reduces the discrepancy between feature distributions of two domains. Besides, our proposed model also introduces a structured label adversarial network to guide the parsing results of the target domain to follow the high-order relationships of the structured labels shared across domains. The proposed framework is end-to-end trainable, practical and scalable in real applications. Extensive experiments are con- ducted where LIP dataset is the source domain and 4 different datasets including surveillance videos, movies and run- way shows without any annotations, are evaluated as target domains. The results consistently confirm data efficiency and performance advantages of the proposed method for the challenging cross-domain human parsing problem.
DeepLabV3-Tensorflow
Reimplementation of DeepLabV3
Deformable-ConvNets
Deformable Convolutional Networks
ELEGANT
ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes
fastSceneUnderstanding
segmentation, instance segmentation and single image depth
inplace_abn
In-Place Activated BatchNorm for Memory-Optimized Training of DNNs
lanenet-lane-detection
Implemention of lanenet model for real time lane detection using deep neural network model
LargeMargin_Softmax_Loss
Implementation for <Large-Margin Softmax Loss for Convolutional Neural Networks> in ICML'16.
LightNet
LightNet: Light-weight Networks for Semantic Image Segmentation (Cityscapes and Mapillary Vistas Dataset)
LIP_SSL
Code repository for Self-supervised Structure-sensitive Learning, CVPR'17
mobile-semantic-segmentation
Real-Time Semantic Segmentation in Mobile device
models
Models and examples built with TensorFlow
mx-maskrcnn
An MXNet implementation of Mask R-CNN
OSVOS-caffe
One-Shot Video Object Segmentation
PhotographicImageSynthesis
Photographic Image Synthesis with Cascaded Refinement Networks
pytorch-pose
A PyTorch toolkit for 2D Human Pose Estimation.
pytorch-pruning
PyTorch Implementation of [1611.06440] Pruning Convolutional Neural Networks for Resource Efficient Inference
pytorch-segmentation-detection
Image Segmentation and Object Detection in Pytorch
pytorch-semseg
Semantic Segmentation Architectures Implemented in PyTorch
SCNN
Spatial CNN for traffic lane detection (AAAI2018)
sphereface
Implementation for <SphereFace: Deep Hypersphere Embedding for Face Recognition> in CVPR'17.
tensorflow-deeplab-resnet
DeepLab-ResNet rebuilt in TensorFlow
TensorFlow-Examples
TensorFlow Tutorial and Examples for beginners