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CVPR-2024/README.md

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# CVPR 2024: An Overview and Key Papers
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This repository contains the Notebook file and Python scripts to run the Inference.
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It is part of the LearnOpenCV blog post - [CVPR 2024: An Overview and Key Papers](https://learnopencv.com/cvpr2024/)
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[<img src="https://learnopencv.com/wp-content/uploads/2022/07/download-button-e1657285155454.png" alt="Download Code" width="200">](https://www.dropbox.com/scl/fo/dbdxwmcwm1cydouhd4w03/AMZut8qKzVWHq9j7lDfids8?rlkey=l40ucj9tjwktp325gh4hr9d0v&st=1asp4zrp&dl=1)
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![](readme_images/feature.gif)
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### Code and Requirements
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Run the ``.ipynb`` files in your python environment.
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Install the ``requirements.txt`` file if you want to run any of the research paper ``.py`` code.
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For ZeroNVS install the ``requirements-zeronvs.txt`` file.
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## AI Courses by OpenCV
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Want to become an expert in AI? [AI Courses by OpenCV](https://opencv.org/courses/) is a great place to start.
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[![img](https://learnopencv.com/wp-content/uploads/2023/01/AI-Courses-By-OpenCV-Github.png)](https://opencv.org/courses/)

CVPR-2024/colab_demo_free_tier.ipynb

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CVPR-2024/colab_demo_pro_tier.ipynb

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CVPR-2024/reqirements.txt

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wheel
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torch
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torchvision
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torchaudio
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tqdm
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lightning
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black
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ruff
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hydra-core
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jaxtyping
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beartype
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wandb
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einops
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colorama
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scikit-image
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colorspacious
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matplotlib
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moviepy
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imageio
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git+https://github.com/dcharatan/diff-gaussian-rasterization-modified
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timm
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dacite
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lpips
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e3nn
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plyfile
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tabulate
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svg.py
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huggingface
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huggingface-hub
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accelerate
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basicsr
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diffusers==0.18.2
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einops
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gradio
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imageio
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matplotlib
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mmdet==3.2.0
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mmpose==1.2.0
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numpy
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omegaconf
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opencv_python
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openvino
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pandas
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Pillow
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prettytable
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pytorch_lightning
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PyYAML
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safetensors
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scipy
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setuptools
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scikit-image
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timm==0.6.7
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torch_tb_profiler
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tqdm
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transformers
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moviepy==1.0.3
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flow-vis==0.1
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matplotlib==3.8.3
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einops==0.7.0
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timm==0.6.7
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scikit-image==0.22.0
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scikit-learn==1.4.1.post1
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cupy==12.2.0
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easydict==1.13
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CVPR-2024/requirements-zeronvs.txt

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torch==2.0.1
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ninja
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torch_efficient_distloss
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webdataset
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google-cloud-storage==2.10.0
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datasets
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lpips
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open3d
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visu3d
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pyspng
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lightning==2.0.0
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omegaconf==2.3.0
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jaxtyping
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typeguard
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diffusers
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transformers
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accelerate
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opencv-python
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tensorboard
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matplotlib
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imageio>=2.28.0
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imageio[ffmpeg]
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git+https://github.com/NVlabs/nvdiffrast.git
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libigl
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xatlas
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trimesh[easy]
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networkx
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pysdf
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PyMCubes
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wandb
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gradio
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git+https://github.com/ashawkey/envlight.git
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torchmetrics
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# deepfloyd
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xformers
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# bitsandbytes
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bitsandbytes-cuda116
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sentencepiece
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safetensors
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huggingface_hub
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# for zero123
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einops
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kornia
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taming-transformers-rom1504
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git+https://github.com/openai/CLIP.git
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#controlnet
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controlnet_aux
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# new additions
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torch_efficient_distloss
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webdataset
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google-cloud-storage==2.10.0
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datasets
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lpips
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gdown

README.md

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| Blog Post | Code|
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| ------------- |:-------------|
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| [CVPR 2024: An Overview and Key Papers](https://learnopencv.com/cvpr2024/) | [Code](https://github.com/spmallick/learnopencv/tree/master/CVPR-2024) |
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| [Object Detection on Edge Device - OAK-D-Lite](https://learnopencv.com/object-detection-on-edge-device) | [Code](https://github.com/spmallick/learnopencv/tree/master/Object-Detection-on-Edge-Devices) |
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| [Fine-Tuning YOLOv10 Models on Custom Dataset](https://learnopencv.com/fine-tuning-yolov10/) | [Code](https://github.com/spmallick/learnopencv/tree/master/Fine-Tuning-YOLOv10-Models-Custom-Dataset) |
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| [ROS2 and Carla Setup Guide for Ubuntu 22.04](https://learnopencv.com/ros2-and-carla-setup-guide/) | |

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