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(CVPR 2021 Oral) Open World Object Detection

Accel Brain Code ⭐ 289

The purpose of this repository is to make prototypes as case study in the context of proof of concept(PoC) and research and development(R&D) that I have written in my website. The main research topics are Auto-Encoders in relation to the representation learning, the statistical machine learning for energy-based models, adversarial generation networks(GANs), Deep Reinforcement Learning such as Deep Q-Networks, semi-supervised learning, and neural network language model for natural language proces

Generative Visual Prompt ⭐ 111

[NeurIPS 2022] (Amortized) distributional control for pre-trained generative models

Compose Visual Relations ⭐ 92

[NeurIPS 2021 Spotlight] Learning to Compose Visual Relations

[AAAI 2022] Official Implementation of Active Learning for Domain Adaptation: An Energy-based Approach https://arxiv.org/abs/2112.01406

Unsupervised Compositional Concepts Discovery ⭐ 57

[ICCV 2023] Unsupervised Compositional Concepts Discovery with Text-to-Image Generative Models

Code for Weakly Supervised Energy-Based Learning for Action Segmentation (ICCV 2019 Oral)

Ebms_3dod ⭐ 41

Official implementation of "Accurate 3D Object Detection using Energy-Based Models", CVPR Workshops 2021.

A PyTorch implementation of Implicit Behavioral Cloning by Florence et al

(CVPR 2022) Energy-based Latent Aligner for Incremental Learning

Extreme Q-Learning: Max Entropy RL without Entropy

Noise Contrastive Estimation (NCE) in PyTorch

Pde Surrogate ⭐ 15

Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

Energy Based Crossattention ⭐ 11

The official repository of "Energy-Based Cross Attention for Bayesian Context Update in Text-to-Image Diffusion Models".

Ebms_proposals ⭐ 10

Official implementation of "Learning Proposals for Practical Energy-Based Regression", AISTATS 2022.

PyTorch implementation of JEM++: Improved Techniques for Training JEM

Flowenedet ⭐ 9

Official PyTorch code for UAI 2023 paper "Concurrent Misclassification and Out-of-Distribution Detection for Semantic Segmentation via Energy-Based Normalizing Flow"

Toy_gradlogp ⭐ 8

Some toy examples of score matching algorithms written in PyTorch

Patchgencn ⭐ 7

CVPR 2021 Oral Paper PatchGenCN

Official code for the paper "Arbitrary Conditional Distributions with Energy".

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