bird-species-classification

There are 7 repositories under bird-species-classification topic.

johnmartinsson / bird-species-classification
Using convolutional neural networks to build and train a bird species classifier on bird song data with corresponding species labels.
bird-audio-detection bird-clef bird-song-data bird-species-classification convolutional-neural-networks deep-residual-network master-thesis
Language:Python 123
AKASH2907 / bird_species_classification
Supervised Classification of bird species :bird: in high resolution images, especially for, Himalayan birds, having diverse species with fairly low amount of labelled data [ICVGIPW'18]
bird-species-classification cnn data-augmentation ensemble-learning image-classification imagenet-models inception-resnet-v2 inceptionv3 keras mask-rcnn multi-stage-training rcnn-crops
Language:Python 77
wimlds-trojmiasto / birds
Polish bird species recognition - Bird song analysis and classification with MFCC and CNNs. Trained on EfficientNets with final score 0.88 AUC. Women in Machine Learning & Data Science project.
deep-learning bird-species-classification birdsong birds melspectrogram convolutional-neural-networks classification audio-analysis
Language:Jupyter Notebook 49
davipatti / birdbrain
Code for searching the www.xeno-canto.org bird sound database, and training a machine learning model to classify birds according to their sounds.
tensorflow bird-species-classification birdsong machine-learning python birds
Language:Python 27
aniket03 / self_supervised_bird_classification
Explores jigsaw puzzles solvinig as pre-text task for fine grained classification for bird species identification (Implemented with pyTorch)
jigsaw-puzzles-task training-jigsaw-solver self-supervised-learning fine-grained-classification cub200 pytorch bird-species-classification
Language:Python 22
UCSD-E4E / PyHa
A repo designed to convert audio-based "weak" labels to "strong" intraclip labels. Provides a pipeline to compare automated moment-to-moment labels to human labels. Methods range from DSP based foreground-background separation, cross-correlation based template matching, as well as bird presence sound event detection deep learning models!
bird-audio-clips moment-labels human-labels bioacoustics automation machine-learning sound-processing natural-language-processing object-detection sed bird-species-classification birdsong python python3 audio deep-learning foreground-detection neural-network template-matching training
Language:Jupyter Notebook 18
Moddy2024 / Bird-Classification
ResNet-34 Model trained from scratch to classify 450 different species of birds with 98.6% accuracy.
bird-classification bird-species bird-species-classification classification convolutional-neural-networks image-classification resnet-34 sagemaker-pytorch skip-connections
Language:Jupyter Notebook 15
mcguirepr89 / BirdNET-system
BirdNET as a systemd service with other features.
birds species-identification raspberry-pi-4 birdnet bird-species-classification bird-species-classifier
Language:Shell 12
birdsiitmandi / birds_image_classification
Fine-grained species classification
bird-species-classification fine-grained-classification image-classification image-segmentation keras pytorch
Language:Python 10
gopiashokan / Bird-Sound-Classification-using-Deep-Learning
Engineered a robust deep learning model using Convolutional Neural Networks and TensorFlow to classify 114 bird species based on audio recordings. Model achieved an impressive accuracy of 93.4%, providing valuable insights for conservationists and ecologists in the wildlife & ecological research sectors.
algorithms audio bird bird-species-classification classification cnn cnn-classification cnn-keras cnn-model data data-science deep-learning keras machine-learning project project-repository python scikit-learn sound tensorflow
Language:Jupyter Notebook 8
kahst / BirdNET-Demo
Source code for BMBF InnoTruck demo of BirdNET.
bioacoustics bird-species-classification birdnet birds raspberry-pi tensorflow
Language:Python 8
nripstein / What-Bird-is-That
Computer vision website which recognizes and provides information about birds in user-uploaded photos.
bird-species-classification computer-vision image-classification tensorflow birding
Language:Jupyter Notebook 8
zahan97 / Bird-Species-Classification
Classifies a bird's species using a neural network in tensorflow..
bird-species bird-species-classification neural-network tensorflow
Language:Jupyter Notebook 8
LaurentVeyssier / Bird_Classifier_Tensorflow_Colab_Notebook
Bird Classifier developped in tensorflow using pre-trained model from Tensorflow Hub and running on Google Colab
bird-species-classification classifier colab-notebook keras-tensorflow
Language:Jupyter Notebook 6
djl70 / cv-bird-id
Code used for my final project in Computer Vision at Texas State University, Spring 2019
bird-species-classification
Language:Python 5
liuvince / mva-bird-recognition
MVA - Kaggle Challenge - Bird Image Recognition
mva recvis computer-vision efficientnet mask-rcnn python3 kaggle-competition bird-species-classification bird-detection
Language:Python 5
NazarioR9 / Fowl-Escapades-Solution
Southern African Bird Call Audio Identification Challenge
audio spectogram python computer-vision zindi bird-species-classification
Language:Jupyter Notebook 4
openavian / Bird-Sound-Recognition-with-Deep-Learning
Signature Work @ DKU: Large Scale Bird Sound Recognition in China Region
bird bird-classification bird-species-classification birdsong-recognition bird-clef birdsong
Language:Python 4
avocardio / resnet_vs_convnext
New is not always better: a comparison of two image classification networks (ResNet-50 vs ConvNeXt).
deep-learning convolutional-neural-networks image-classification cnn convnext resnet birds gpu object-detection bird-species-classification birds-classifier keras tensorflow
Language:Jupyter Notebook 3
Bobo100 / BirdSoundRecognize
Bird Sound Recognize
bird-sound bird-species-classification birdsong deep-learning
Language:Python 3
kbrose / chorus
Determine the :bird: from its :musical_note:
audio-processing bird-species-classification machine-learning nature wildlife
Language:Python 3
dhuy228 / bird_recognition
Experiment testing the feasibility of individual bird recognition from audio recordings
bird-detection bird-song-data random-forest extratreesregressor birdsong bird-species-classification
Language:HTML 2
HansSchouten / OpenNature
Free open information (CC0) about nature on planet earth
bird-species bird-species-dataset birds nature bird-images bird-identification bird-species-classification
2
leilibrk / Image-Classification-Deep-Learning
Explore deep learning-powered image classification with PyTorch. Achieved 98% accuracy on Natural Images and 95% on Birds Species using AlexNet and EfficientNet-B1. Dive into the code and results!
bird-species-classification deep-learning image-classification natural-images pytorch alexnet efficientnetb1 vgg16
Language:Jupyter Notebook 2
wimlds-trojmiasto / kosy
Polish bird species recognition - Bird song analysis and classification. Women in Machine Learning & Data Science project.
birds bird-species-classification classification deep-learning
Language:Jupyter Notebook 2
zulfiqarAlibalti / bird_classification
bird_classification web application
ai-saas bird bird-species-classification cnn-classification flask-application machine-learning-web-app
Language:Python 2
Firefly-ZJ / Bird-Classification
Classifier & dataset for common bird species in China
bird-species-classification cnn convnext pytorch
Language:Python 1
jiejin0327 / 2021-VRDL-HW1-Bird-Images-Classification
This project is a bird classifier that uses the PyTorch framework and the ResNet50 model. It can recognize the species of birds in images based on their visual features. It supports 200 different categories of birds.
bird-species-classification machine-learning resnet-50
Language:Jupyter Notebook 1
Luckygyana / Bird-Species-Audio-Identification-Ensembling-and-1D-2D-Signals
There are about 10,000 different bird species in the world, and they play an important role in the natural world. They serve as good indicators of declining habitat quality and pollution. It is often easier to hear birds than it is to see them. Bird_CLEF 2021 - Birdcall Identification is a Kaggle competition organized by The Cornell Lab of Ornithology whose challenge is to identify which birds are calling in long recordings, given training data generated in meaningfully different contexts. This paper is structured in a way that it first gives details of the competition and the given data so that there is a clear understanding of the challenges posed by the train and test data. Also, we provide a detailed solution to the approaches we used for this challenge including data preparation, augmentations, model building, training procedure, and post-processing techniques.
attention-mechanism audio-source-detection bird-species-classification deep-learning multi-domain-meta-training resnet-50 sound-detection transfer-learning
1
NikhilK-84 / remote-bird-species-detection-using-cnn-project
This project aims to detect bird species using a Convolutional Neural Network (CNN). The model was trained on six categories, including five bird species and one category for 'no bird detected'. The project includes resources for training the model and using it for detection and species recognition.
bird bird-detection bird-species-classification convolutional-neural-networks esp32-cam machine-learning
Language:Jupyter Notebook 1
abelarduu / Bird-Photos-Website
Galeria online de fotos de aves, com design inspirado em cartões. Explore e aprecie a beleza das aves de forma intuitiva e organizada.
bird-species bird-species-classification css3 front-end-development gallery html5 site static-website web-development website
Language:HTML 0
AP-Y / birds-library
Applications to identify birds based on their appearance and taxonomy
bird bird-species-classification birding birds birdwatching ornithology
Language:Python 0
kamrulhasanrony / Bird-Classification-Inception-v3
Bird Species Classification using Inception-v3 Network
bird-species-classification deep-learning inception inceptionv3
Language:Jupyter Notebook 0
khustochka / kjogvi
birding birds taxonomy bird-species-classification
Language:Elixir 0
love124356 / Bird-Classifier
Selected Topics in Visual Recognition using Deep Learning, NYCU. CodaLab competition - Bird images classification
bird-species-classification
Language:Python 0

bird-species-classification

johnmartinsson / bird-species-classification

AKASH2907 / bird_species_classification

wimlds-trojmiasto / birds

davipatti / birdbrain

aniket03 / self_supervised_bird_classification

UCSD-E4E / PyHa

Moddy2024 / Bird-Classification

mcguirepr89 / BirdNET-system

birdsiitmandi / birds_image_classification

gopiashokan / Bird-Sound-Classification-using-Deep-Learning

kahst / BirdNET-Demo

nripstein / What-Bird-is-That

zahan97 / Bird-Species-Classification

LaurentVeyssier / Bird_Classifier_Tensorflow_Colab_Notebook

djl70 / cv-bird-id

liuvince / mva-bird-recognition

NazarioR9 / Fowl-Escapades-Solution

openavian / Bird-Sound-Recognition-with-Deep-Learning

avocardio / resnet_vs_convnext

Bobo100 / BirdSoundRecognize

kbrose / chorus

dhuy228 / bird_recognition

HansSchouten / OpenNature

leilibrk / Image-Classification-Deep-Learning

wimlds-trojmiasto / kosy

zulfiqarAlibalti / bird_classification

Firefly-ZJ / Bird-Classification

jiejin0327 / 2021-VRDL-HW1-Bird-Images-Classification

Luckygyana / Bird-Species-Audio-Identification-Ensembling-and-1D-2D-Signals

NikhilK-84 / remote-bird-species-detection-using-cnn-project

abelarduu / Bird-Photos-Website

AP-Y / birds-library

kamrulhasanrony / Bird-Classification-Inception-v3

khustochka / kjogvi

love124356 / Bird-Classifier