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@mit-han-lab

MIT HAN Lab

Accelerating Deep Learning Computing

Pinned

  1. bevfusion Public

    BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation

    Python 1k 187

  2. proxylessnas Public

    [ICLR 2019] ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware

    Python 1.4k 280

  3. once-for-all Public

    [ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

    Python 1.6k 297

  4. temporal-shift-module Public

    [ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding

    Python 1.9k 408

  5. data-efficient-gans Public

    [NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN Training

    Python 1.2k 169

  6. torchquantum Public

    A PyTorch-based framework for Quantum Simulation, Quantum Machine Learning, Quantum Neural Networks, Parameterized Quantum Circuits with support for easy deployments on real quantum computers.

    Python 446 67

Repositories

  • tinyengine Public

    [NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning; [NeurIPS 2022] MCUNetV3: On-Device Training Under 256KB Memory

    C 462 MIT 63 11 2 Updated Mar 7, 2023
  • torchquantum Public

    A PyTorch-based framework for Quantum Simulation, Quantum Machine Learning, Quantum Neural Networks, Parameterized Quantum Circuits with support for easy deployments on real quantum computers.

    Python 446 MIT 67 18 (2 issues need help) 0 Updated Mar 6, 2023
  • smoothquant Public

    SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

    Python 248 MIT 24 8 0 Updated Mar 4, 2023
  • offsite-tuning Public

    Offsite-Tuning: Transfer Learning without Full Model

    Python 220 MIT 9 3 1 Updated Feb 28, 2023
  • gan-compression Public

    [CVPR 2020] GAN Compression: Efficient Architectures for Interactive Conditional GANs

    Python 1,029 149 3 6 Updated Feb 16, 2023
  • once-for-all Public

    [ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

    Python 1,628 MIT 297 47 3 Updated Feb 15, 2023
  • bevfusion Public

    BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation

    Python 1,047 Apache-2.0 187 43 1 Updated Feb 9, 2023
  • iccad-tinyml-open Public

    [ICCAD'22 TinyML Contest] Efficient Heart Stroke Detection on Low-cost Microcontrollers

    C 7 0 0 0 Updated Jan 12, 2023
  • torchsparse Public

    [MLSys'22] TorchSparse: Efficient Point Cloud Inference Engine

    Cuda 726 MIT 91 26 4 Updated Jan 8, 2023
  • mcunet Public

    [NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning

    Python 213 MIT 45 13 1 Updated Dec 19, 2022
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