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Syed Riaz's Projects

pytorch-ssd icon pytorch-ssd

MobileNetV1, MobileNetV2, VGG based SSD/SSD-lite implementation in Pytorch 1.0 / Pytorch 0.4. Out-of-box support for retraining on Open Images dataset. ONNX and Caffe2 support. Experiment Ideas like CoordConv.

review_object_detection_metrics icon review_object_detection_metrics

Review on Object Detection Metrics: 14 object detection metrics including COCO's and PASCAL's metrics. Supporting different bounding box formats.

rfnet icon rfnet

RFNet: Real-time Fusion Network for RGB-D Semantic Segmentation Incorporating Unexpected Obstacle Detection of Road-driving Images

sassnet icon sassnet

Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images

semantic-depth icon semantic-depth

Fusing Semantic Segmentation and Monocular Depth Estimation for Enabling Autonomous Driving in Roads without Lane Lines

semantic-segmentation-rgbd-segnet icon semantic-segmentation-rgbd-segnet

This repository is about an implementation of a Convolution-Deconvolution neural network for semantic segmentation trained from scratch trained with synthetic data then fine-tuned with real data

sparseml icon sparseml

Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

ssd-6d icon ssd-6d

Inference code and trained networks for SSD-6D

stereo-vision--image-segmentation-and-image-search-engine icon stereo-vision--image-segmentation-and-image-search-engine

Developed depth map of image by disparity estimation using block matching and dynamic programing and synthesized new view using disparity maps.  Segmented various objects in image using Mean-Shift Segmentation.  Developed Content Based Image Retrieval System (Image Search Engine) using OpenCV.

stereodepth icon stereodepth

single and stereo calibration, disparity calculation.

synthetic-dataset icon synthetic-dataset

A driving simulator based on VDrift for generating synthetic ground truth data for stereo, optical flow and semantic segmentation.

temporal-depth-segmentation icon temporal-depth-segmentation

Source code (train/test) accompanying the paper entitled "Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding Approach" in CVPR 2019 (https://arxiv.org/abs/1903.10764).

tensorrtx icon tensorrtx

Implementation of popular deep learning networks with TensorRT network definition API

tnn icon tnn

TNN: developed by Tencent Youtu Lab and Guangying Lab, a uniform deep learning inference framework for mobile、desktop and server. TNN is distinguished by several outstanding features, including its cross-platform capability, high performance, model compression and code pruning. Based on ncnn and Rapidnet, TNN further strengthens the support and performance optimization for mobile devices, and also draws on the advantages of good extensibility and high performance from existed open source efforts. TNN has been deployed in multiple Apps from Tencent, such as Mobile QQ, Weishi, Pitu, etc. Contributions are welcome to work in collaborative with us and make TNN a better framework.

unidet icon unidet

Object detection on multiple datasets with an automatically learned unified label space.

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