BirdCLEF 2021 - Birdcall Identification 4th place solution

Last update: Jan 02, 2023

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Deep Learning birdclef-2021

Overview

BirdCLEF 2021 - Birdcall Identification 4th place solution

My solution detail

kaggle discussion
Inference Notebook (best submission)

Environment

Use Kaggle Docker. Then install the missing packages according to the requiement.txt.

Usage

Prepare train_metadata.csv.
Execute all cells src/prepare_train_df.ipynb.
Execute in the order of src/stage1/train.sh, src/stage2/train.sh, src/finetune_30/train.sh.

License

MIT

Owner

tattaka

Deep Learner / like: Kaggle, Python, Nim, Conputer Vision, Robot, stm32, Fusion360, KiCad

GitHub Repository

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BirdCLEF 2021 - Birdcall Identification 4th place solution

Related tags

Overview

BirdCLEF 2021 - Birdcall Identification 4th place solution

My solution detail

Environment

Usage

License

Owner

tattaka

Useful materials and tutorials for 110-1 NTU DBME5028 (Application of Deep Learning in Medical Imaging)

PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in clustering (CVPR2021)

Codes for Causal Semantic Generative model (CSG), the model proposed in "Learning Causal Semantic Representation for Out-of-Distribution Prediction" (NeurIPS-21)

Code for the upcoming CVPR 2021 paper

General neural ODE and DAE modules for power system dynamic modeling.

source code of “Visual Saliency Transformer” (ICCV2021)

Implementation for Simple Spectral Graph Convolution in ICLR 2021

This code implements constituency parse tree aggregation

This repository allows you to anonymize sensitive information in images/videos. The solution is fully compatible with the DL-based training/inference solutions that we already published/will publish for Object Detection and Semantic Segmentation.

Deep Reinforcement Learning based Trading Agent for Bitcoin

Dados coletados e programas desenvolvidos no processo de iniciação científica

Learning Open-World Object Proposals without Learning to Classify

Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

A benchmark dataset for mesh multi-label-classification based on cube engravings introduced in MeshCNN

Code and data for the EMNLP 2021 paper "Just Say No: Analyzing the Stance of Neural Dialogue Generation in Offensive Contexts". Coming soon!

This project contains an implemented version of Face Detection using OpenCV and Mediapipe. This is a code snippet and can be used in projects.

Code for the Paper: Conditional Variational Capsule Network for Open Set Recognition

DiAne is a smart fuzzer for IoT devices

Pairwise learning neural link prediction for ogb link prediction

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.

BirdCLEF 2021 - Birdcall Identification 4th place solution

Related tags

Overview

BirdCLEF 2021 - Birdcall Identification 4th place solution

My solution detail

Environment

Usage

License

Owner

tattaka

Useful materials and tutorials for 110-1 NTU DBME5028 (Application of Deep Learning in Medical Imaging)

PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in clustering (CVPR2021)

Codes for Causal Semantic Generative model (CSG), the model proposed in "Learning Causal Semantic Representation for Out-of-Distribution Prediction" (NeurIPS-21)

Code for the upcoming CVPR 2021 paper

General neural ODE and DAE modules for power system dynamic modeling.

source code of “Visual Saliency Transformer” (ICCV2021)

Implementation for Simple Spectral Graph Convolution in ICLR 2021

This code implements constituency parse tree aggregation

This repository allows you to anonymize sensitive information in images/videos. The solution is fully compatible with the DL-based training/inference solutions that we already published/will publish for Object Detection and Semantic Segmentation.

Deep Reinforcement Learning based Trading Agent for Bitcoin

Dados coletados e programas desenvolvidos no processo de iniciação científica

Learning Open-World Object Proposals without Learning to Classify

Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

A benchmark dataset for mesh multi-label-classification based on cube engravings introduced in MeshCNN

Code and data for the EMNLP 2021 paper "Just Say No: Analyzing the Stance of Neural Dialogue Generation in Offensive Contexts". Coming soon!

This project contains an implemented version of Face Detection using OpenCV and Mediapipe. This is a code snippet and can be used in projects.

Code for the Paper: Conditional Variational Capsule Network for Open Set Recognition

DiAne is a smart fuzzer for IoT devices

Pairwise learning neural link prediction for ogb link prediction

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.

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.