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Toyota Research Institute - Machine Learning's Projects

binomial_cis icon binomial_cis

Computation of binomial confidence intervals that achieve exact coverage.

dd3d icon dd3d

Official PyTorch implementation of DD3D: Is Pseudo-Lidar needed for Monocular 3D Object detection? (ICCV 2021), Dennis Park*, Rares Ambrus*, Vitor Guizilini, Jie Li, and Adrien Gaidon.

ddad icon ddad

Dense Depth for Autonomous Driving (DDAD) dataset.

dgp icon dgp

ML Dataset Governance Policy for Autonomous Vehicle Datasets

fastchat icon fastchat

An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

kp3d icon kp3d

Code for "Self-Supervised 3D Keypoint Learning for Ego-motion Estimation"

octmae icon octmae

Zero-Shot Multi-Object Shape Completion (ECCV 2024)

permatrack icon permatrack

Implementation for Learning to Track with Object Permanence

prismatic-vlms icon prismatic-vlms

A flexible and efficient codebase for training visually-conditioned language models (VLMs)

ram icon ram

Implementation for Object Permanence Emerges in a Random Walk along Memory

rap icon rap

This is the official code for the paper RAP: Risk-Aware Prediction for Robust Planning: https://arxiv.org/abs/2210.01368

realtime_panoptic icon realtime_panoptic

Official PyTorch implementation of CVPR 2020 Oral: Real-Time Panoptic Segmentation from Dense Detections

refine icon refine

Official PyTorch implementation of the SIGGRAPH 2024 paper "ReFiNe: Recursive Field Networks for Cross-Modal Multi-Scene Representation"

road icon road

ROAD: Learning an Implicit Recursive Octree Auto-Decoder to Efficiently Encode 3D Shapes (CoRL 2022)

sdflabel icon sdflabel

Official PyTorch implementation of CVPR 2020 oral "Autolabeling 3D Objects With Differentiable Rendering of SDF Shape Priors"

stochastic_verification icon stochastic_verification

Official repository for the paper "How Generalizable Is My Behavior Cloning Policy? A Statistical Approach to Trustworthy Performance Evaluation"

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