towhee-io/examples has 517 GitHub stars and 121 forks. GitHot measured 0 stars in 24 hours, 0 in 7 days, and 0 in 15 days. Last checked 2026-11-13 23:33 UTC. Last push 2024-02-09.
計測したスター増加
- 24時間
- 0
- 7日間
- 0
- 15日間
- 0
- 1か月
- 履歴を収集中
期間ごとの純増数です。期間は重複しており、日別の値ではありません。未計測の値は空欄です。スター数は注目度の指標であり、品質の保証ではありません。
概要
Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.
機械学習README.md
オリジナルTowhee Examples
Towhee Examples are used to analyze the unstructured data with towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.
Report Bug or Request Feature
About Towhee Examples
x2vec, Towhee is all you need! Towhee can generate embedding vectors via a pipeline of ML models and other operations. It aims to make democratize x2vec, allowing everyone - from beginner developers to large organizations - to generate dense embeddings with just a few lines of code.
There are many interesting examples that use Towhee to process various unstructured data like images, audio, video, etc. You can easily run these examples on your machine.
Funny Example List
| Bootcamp | Operators | |
| Getting Started | Getting Started with Pipeline
An introduction to `Pipeline`, which can help you better learn the data processing pipeline with Towhee. |
|
| Image | Reverse Image Search Search for images that are similar or related to the input image, it supports a lot of models such as ResNet, VGG, EfficientNet, ViT, etc. |
Image Embedding Timm |
|
Image Animation Convert an image into an animated image. |
Animegan Cartoongan |
|
|
Image Deduplication Find exact or near-exact duplicates within a collection of images. |
Image Decode Timm |
|
|
Text Image Search Returns images related to the description of the input query text, which is cross-modal retrieval. |
CLIP |
|
|
Visualization Under the hood: Embedding models and ANNS indexes in image search. |
Image Embedding |
|
| NLP | Q&A System Process user questions and give answers through natural language technology. |
Text Embedding DPR |
|
Search most similar text to the query text across all data. |
DPR |
|
| Video | Reverse Video Search It takes a video as input to search for similar videos. |
Action Classification Pytorchvideo |
|
Video Classification
Video Classification is the task of producing a label that is relevant to the video given its frames. |
Action Classification |
|
|
Text Video Search Search for similar or related videos with the input text. |
CLIP4Clip |
|
|
Deepfake Detection Predict the probability of a fake video for a given video. |
Deepfake |
|
| Audio | Audio Classification Categorize certain sounds into certain categories, such as ambient sound classification and speech recognition. |
Audio Classification |
| Medical | Molecular Search
Search for similar molecular formulas based on the Tanimoto metric, and also supports searching for substructures and superstructures. |
RDKit |
| Data Science | Credit Card Approval Prediction
Predict whether the bank issues a credit card to the applicant, and the credit scores can objectively quantify the magnitude of risk. |
|
| Training | Fine Tune Tutorial about how to fine tuen with towhee. |
Image Embedding |
Contributing
Contributions to Milvus Bootcamp are welcome from everyone. See Guidelines for Contributing for details.
Support
Join the Towhee community on Slack to give feedback, ask for advice, and direct questions to the engineering team. You can also submit Issues or join Discussions.
関連プロジェクトを探す
tensorflow/tensorflow
すべての人のためのオープンソース機械学習フレームワーク
201,593 スターhuggingface/transformers
🤗 Transformers：テキスト、ビジョン、音声、マルチモーダルの最先端機械学習モデル向けモデル定義フレームワークで、推論と学習の両方に対応します。
168,951 スターAUTOMATIC1111/stable-diffusion-webui
Stable Diffusion の Web UI
165,305 スターComfy-Org/ComfyUI
グラフとノードによるインターフェースを備えた、最も強力でモジュール性の高い拡散モデル向け GUI、API、バックエンド。世界最速のローカル推論エンジン。
146,691 スター