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pyun-ram's Projects

3d-deepbox icon 3d-deepbox

3D Bounding Box Estimation Using Deep Learning and Geometry (MultiBin)

apex icon apex

A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch

avod icon avod

Code for 3D object detection for autonomous driving

avod_ssn icon avod_ssn

Deep Sensor Fusion for Single Source Robustness

backpack icon backpack

BackPACK - a backpropagation package built on top of PyTorch which efficiently computes quantities other than the gradient.

bayesian-neural-networks icon bayesian-neural-networks

Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

c-kd icon c-kd

This is the repository for the code of "In Defense of Knowledge Distillation for Task Incremental Learning and its Application in 3D Object Detection" for RAL-ICRA2021 submission.

carla_data_collection icon carla_data_collection

set sensors on an autonomous agents(a vehicle) in carla and collect albedo, depth, reflection vector, semantic data and rgb image

continual-learning icon continual-learning

PyTorch implementation of various methods for continual learning (XdG, EWC, online EWC, SI, LwF, GR, GR+distill, RtF, ER, A-GEM, iCaRL).

delta icon delta

DELTA: DEep Learning Transfer using Feature Map with Attention for Convolutional Networks https://arxiv.org/abs/1901.09229

det3 icon det3

This repo is a LiDAR-based 3D object detection code base. It provides some basic operations and methods for 3D object detection.

fl3d icon fl3d

The code is implemented to show focal loss improvement based on 3D-FCN and VoxelNet for “Focal Loss in 3D Object Detection”.

incdet3 icon incdet3

This repository is for task-incremental-learning in LiDAR-based 3D object detection.

multiobjectiveoptimization icon multiobjectiveoptimization

Source code for Neural Information Processing Systems (NeurIPS) 2018 paper "Multi-Task Learning as Multi-Objective Optimization"

openpcdet icon openpcdet

OpenPCDet Toolbox for LiDAR-based 3D Object Detection.

pointflow icon pointflow

PointFlow : 3D Point Cloud Generation with Continuous Normalizing Flows

pointnet.pytorch icon pointnet.pytorch

pytorch implementation for "PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation" https://arxiv.org/abs/1612.00593

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