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jimmychang-jmc's Projects

bevformer icon bevformer

This is the official implementation of BEVFormer, a camera-only framework for autonomous driving perception, e.g., 3D object detection and semantic map segmentation.

btcdet icon btcdet

Behind the Curtain: Learning Occluded Shapes for 3D Object Detection

cascade-ld icon cascade-ld

Lane detection and classification in an end-to-end Deep Learning fashion

centerpoint icon centerpoint

Export CenterPoint PonintPillars ONNX Model For TensorRT

epro-pnp icon epro-pnp

[CVPR 2022 Oral, Best Student Paper] EPro-PnP: Generalized End-to-End Probabilistic Perspective-n-Points for Monocular Object Pose Estimation

lift-splat-shoot icon lift-splat-shoot

Lift, Splat, Shoot: Encoding Images from Arbitrary Camera Rigs by Implicitly Unprojecting to 3D (ECCV 2020)

micronet icon micronet

micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/int8(ptq-calibration)、op-adapt(upsample)、dynamic_shape

onnxruntime icon onnxruntime

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

super-gradients icon super-gradients

Easily train or fine-tune SOTA computer vision models with one open source training library

thor icon thor

thor: C++ helper library, for deep learning purpose

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