๐Ÿค—๐Ÿ–ผ๏ธ HuggingPics: Fine-tune Vision Transformers for anything using images found on the web.

Related tags

Text Data & NLPmachine-learningpytorchhuggingfacevision-transformers
Overview

๐Ÿค— ๐Ÿ–ผ๏ธ HuggingPics

Fine-tune Vision Transformers for anything using images found on the web.

Check out the video below for a walkthrough of this project! โคต๏ธ

IMAGE ALT TEXT

Usage

Click on the link below to try it out:

Open In Colab

How does it work?

1. You define your search terms

pick search terms

2. We download ~150 images for each and use them to fine-tune a ViT

image search results

3. You push your model to HuggingFace's Hub to share your results with the world

push to hub

Your auto-generated model repo will look something like this. Pretty cool, eh? ๐Ÿ˜Ž

push to hub

Examples

๐Ÿ’ก If you need some inspiration, take a look at the examples below:

nateraw/rare-puppers nateraw/pasta-pizza-ravioli nateraw/baseball-stadium-foods nateraw/denver-nyc-paris
term_1 samoyed pizza cotton candy denver
term_2 shiba inu pasta hamburger new york city
term_3 corgi ravioli hot dog paris
term_4 nachos
term_5 popcorn

You can see a full list of model repos created using this tool by clicking here

You might also like...
A Neural Language Style Transfer framework to transfer natural language text smoothly between fine-grained language styles like formal/casual, active/passive, and many more. Created by Prithiviraj Damodaran. Open to pull requests and other forms of collaboration.
A Neural Language Style Transfer framework to transfer natural language text smoothly between fine-grained language styles like formal/casual, active/passive, and many more. Created by Prithiviraj Damodaran. Open to pull requests and other forms of collaboration.

Styleformer A Neural Language Style Transfer framework to transfer natural language text smoothly between fine-grained language styles like formal/cas

Prithivida 431 Dec 19, 2022
[ICCV 2021] Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification
[ICCV 2021] Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification

Counterfactual Attention Learning Created by Yongming Rao*, Guangyi Chen*, Jiwen Lu, Jie Zhou This repository contains PyTorch implementation for ICCV

Yongming Rao 89 Dec 18, 2022
A framework for evaluating Knowledge Graph Embedding Models in a fine-grained manner.

A framework for evaluating Knowledge Graph Embedding Models in a fine-grained manner.

NEC Laboratories Europe 13 Sep 8, 2022
:mag: Transformers at scale for question answering & neural search. Using NLP via a modular Retriever-Reader-Pipeline. Supporting DPR, Elasticsearch, HuggingFace's Modelhub...
:mag: Transformers at scale for question answering & neural search. Using NLP via a modular Retriever-Reader-Pipeline. Supporting DPR, Elasticsearch, HuggingFace's Modelhub...

Haystack is an end-to-end framework for Question Answering & Neural search that enables you to ... ... ask questions in natural language and find gran

deepset 6.4k Jan 9, 2023
Guide: Finetune GPT2-XL (1.5 Billion Parameters) and GPT-NEO (2.7 B) on a single 16 GB VRAM V100 Google Cloud instance with Huggingface Transformers using DeepSpeed

Guide: Finetune GPT2-XL (1.5 Billion Parameters) and GPT-NEO (2.7 Billion Parameters) on a single 16 GB VRAM V100 Google Cloud instance with Huggingfa

null 289 Jan 6, 2023
Composed Image Retrieval using Pretrained LANguage Transformers (CIRPLANT)
Composed Image Retrieval using Pretrained LANguage Transformers (CIRPLANT)

CIRPLANT This repository contains the code and pre-trained models for Composed Image Retrieval using Pretrained LANguage Transformers (CIRPLANT) For d

Zheyuan (David) Liu 29 Nov 17, 2022
Document processing using transformers
Document processing using transformers

Doc Transformers Document processing using transformers. This is still in developmental phase, currently supports only extraction of form data i.e (ke

Vishnu Nandakumar 13 Dec 21, 2022
[ICCV 2021] Instance-level Image Retrieval using Reranking Transformers

Instance-level Image Retrieval using Reranking Transformers Fuwen Tan, Jiangbo Yuan, Vicente Ordonez, ICCV 2021. Abstract Instance-level image retriev

UVA Computer Vision 86 Dec 28, 2022
A method for cleaning and classifying text using transformers.

NLP Translation and Classification The repository contains a method for classifying and cleaning text using NLP transformers. Overview The input data

Ray Chamidullin 0 Nov 15, 2022
Comments
  • Can't instantiate abstract class Classifier with abstract methods forward

    Can't instantiate abstract class Classifier with abstract methods forward

    Hi

    Thank you for this straight forward codes for us to practice fine-tuning models with ViT. I'm on a project that classifying book covers. Everything goes well on my own dataset until trying to define classifier. An error message popped up "Can't instantiate abstract class Classifier with abstract methods forward". As I looked up the pytorch lightning code about forward(), it is indeed an abstract class. No idea why the error since the method was initiated in the init() method.

    image

    Has anyone run into this issue yet?

    opened by e-choness 5
  • Image search returns max 35 results

    Image search returns max 35 results

    Hi,

    The image search at https://huggingface.co/api/experimental/images/search returns max 35 results. Values lower than 35 in the "count" parameter are honored; values above 35 are ignored and 35 results are returned. Your great tutorial suggests that 150 results can be gathered through this API for each query. Has the image search API changed? Thank you!

    opened by dumbshow 4
  • Issue fitting the model - RuntimeError: Found dtype Long but expected Float

    Issue fitting the model - RuntimeError: Found dtype Long but expected Float

    I'm having an issue on fitting the model. Given your example, HuggingPics works just fine. However, when I attempted to train my own model with one class with iron man, I am having issues under the Training section, cell 2, in particular

    pl.seed_everything(42)
classifier = Classifier(model, lr=2e-5)
trainer = pl.Trainer(gpus=1, precision=16, max_epochs=4)
trainer.fit(classifier, train_loader, val_loader) # ERROR HERE

    I tried to pin point the issue, but it was to no avail. First, I attempted to convert the encoding to a float in ImageClassificationCollator. However, that threw a new error for the same line,

    ValueError: The target has to be an integer tensor.

    I thought the error could be because of not enough classes, but that wasn't the case. I also thought it was because there wasn't enough data, but I I lowered the image count and your example processed fine.

    opened by Infinitay 3
  • Use latest HfApi.create_repo() parameter

    Use latest HfApi.create_repo() parameter

    Hi, it seems like HfApi.create_repo() parameters are updated and no longer treat 'name' as valid parameter. Made this PR to solve error when pushing model to huggingface hub

    TypeError: create_repo() got an unexpected keyword argument 'name'

    Screen Shot 2022-12-13 at 22 24 20 Screen Shot 2022-12-13 at 23 14 43
    opened by rizvand 0
Releases(v0.0.1)

  • v0.0.1(Nov 17, 2021)

    Add package huggingpics to PyPi, which lets you build imagefolders for anything from your local machine instead of just Colab.

    Cheers! ๐Ÿป

    Source code(tar.gz)
    Source code(zip)
Owner
Nathan Raw
Pretending to program
Nathan Raw
GitHub Repository
EMNLP 2021 paper "Pre-train or Annotate? Domain Adaptation with a Constrained Budget".

Pre-train or Annotate? Domain Adaptation with a Constrained Budget This repo contains code and data associated with EMNLP 2021 paper "Pre-train or Ann

Fan Bai 8 Dec 17, 2021
This is the offline-training-pipeline for our project.

offline-training-pipeline This is the offline-training-pipeline for our project. We adopt the offline training and online prediction Machine Learning

0 Apr 22, 2022
A fast, efficient universal vector embedding utility package.

Magnitude: a fast, simple vector embedding utility library A feature-packed Python package and vector storage file format for utilizing vector embeddi

Plasticity 1.5k Jan 02, 2023
A cross platform OCR Library based on PaddleOCR & OnnxRuntime

A cross platform OCR Library based on PaddleOCR & OnnxRuntime

RapidOCR Team 767 Jan 09, 2023
Code for the paper: Sequence-to-Sequence Learning with Latent Neural Grammars

Code for the paper: Sequence-to-Sequence Learning with Latent Neural Grammars

Yoon Kim 43 Dec 23, 2022
Test finetuning of XLSR (multilingual wav2vec 2.0) for other speech classification tasks

wav2vec_finetune Test finetuning of XLSR (multilingual wav2vec 2.0) for other speech classification tasks Initial test: gender recognition on this dat

8 Aug 11, 2022
Honor's thesis project analyzing whether the GPT-2 model can more effectively generate free-verse or structured poetry.

gpt2-poetry The following code is for my senior honor's thesis project, under the guidance of Dr. Keith Holyoak at the University of California, Los A

Ashley Kim 2 Jan 09, 2022
A Telegram bot to add notes to Flomo.

flomo bot ไฝฟ็”จ Telegram ๆœบๅ™จไบบๅ‘้€็ฌ”่ฎฐๅˆฐไฝ ็š„ Flomo. ไฝ ้œ€่ฆๆœ‰ไธ€ๅฐๅฏ่ฎฟ้—ฎ Telegram ็š„ๆœๅŠกๅ™จใ€‚ Steps @BotFather ๆ–ฐๅปบๆœบๅ™จไบบ๏ผŒ่Žทๅ– token Flomo ๅฎ˜็ฝ‘่Žทๅ– API๏ผŒ้“พๆŽฅ https://flomoapp.com/mine?source=in

Zhen 44 Dec 30, 2022
Code repository of the paper Neural circuit policies enabling auditable autonomy published in Nature Machine Intelligence

Code repository of the paper Neural circuit policies enabling auditable autonomy published in Nature Machine Intelligence

9 Jan 08, 2023
Smart discord chatbot integrated with Dialogflow

academic-NLP-chatbot Smart discord chatbot integrated with Dialogflow to interact with students naturally and manage different classes in a school. De

Tom Huynh 5 Oct 24, 2022
Codes for coreference-aware machine reading comprehension

Data and code for the paper "Tracing Origins: Coreference-aware Machine Reading Comprehension" at ACL2022. Dataset There are three folders for our thr

11 Sep 29, 2022
A simple chatbot based on chatterbot that you can use for anything has basic features

Chatbotium A simple chatbot based on chatterbot that you can use for anything has basic features. I have some errors Read the paragraph below: Known b

Herman 1 Feb 16, 2022
Ceaser-Cipher - The Caesar Cipher technique is one of the earliest and simplest method of encryption technique

Ceaser-Cipher The Caesar Cipher technique is one of the earliest and simplest me

Lateefah Ajadi 2 May 12, 2022
Jarvis is a simple Chatbot with a GUI capable of chatting and retrieving information and daily news from the internet for it's user.

J.A.R.V.I.S Kindly consider starring this repository if you like the program :-) What/Who is J.A.R.V.I.S? J.A.R.V.I.S is an chatbot written that is bu

Epicalable 50 Dec 31, 2022
A telegram bot to translate 100+ Languages

๐Ÿ”ฅ GOOGLE TRANSLATER ๐Ÿ”ฅ The owner would not be responsible for any kind of bans due to the bot. โ€ข โšก INSTALLING โšก โ€ข โ€ข ๐Ÿ”ฐ Deploy To Railway ๐Ÿ”ฐ โ€ข โ€ข โœ… OFF

Aษดแด‹ษชแด› Kแดœแดแด€ส€ 5 Dec 20, 2021
Ukrainian TTS (text-to-speech) using Coqui TTS

title emoji colorFrom colorTo sdk app_file pinned Ukrainian TTS ๐Ÿธ green green gradio app.py false Ukrainian TTS ๐Ÿ“ข ๐Ÿค– Ukrainian TTS (text-to-speech)

Yurii Paniv 85 Dec 26, 2022
Sample data associated with the Aurora-BP study

The Aurora-BP Study and Dataset This repository contains sample code, sample data, and explanatory information for working with the Aurora-BP dataset

Microsoft 16 Dec 12, 2022
Implementation of COCO-LM, Correcting and Contrasting Text Sequences for Language Model Pretraining, in Pytorch

COCO LM Pretraining (wip) Implementation of COCO-LM, Correcting and Contrasting Text Sequences for Language Model Pretraining, in Pytorch. They were a

Phil Wang 44 Jul 28, 2022
DANeS is an open-source E-newspaper dataset by collaboration between DATASET JSC (dataset.vn) and AIV Group (aivgroup.vn)

DANeS - Open-source E-newspaper dataset Source: Technology vector created by macrovector - www.freepik.com. DANeS is an open-source E-newspaper datase

DATASET .JSC 64 Aug 17, 2022
๋‰ด์Šค ๋„๋ฉ”์ธ ์งˆ์˜์‘๋‹ต ์‹œ์Šคํ…œ (21-1ํ•™๊ธฐ ์กธ์—… ํ”„๋กœ์ ํŠธ)

๋‰ด์Šค ๋„๋ฉ”์ธ ์งˆ์˜์‘๋‹ต ์‹œ์Šคํ…œ ๋ณธ ํ”„๋กœ์ ํŠธ๋Š” ๋‰ด์Šค๊ธฐ์‚ฌ์— ๋Œ€ํ•œ ์งˆ์˜์‘๋‹ต ์„œ๋น„์Šค ๋ฅผ ์ œ๊ณตํ•˜๊ธฐ ์œ„ํ•ด์„œ ์ง„ํ–‰ํ•œ ํ”„๋กœ์ ํŠธ์ž…๋‹ˆ๋‹ค. ์•ฝ 3๊ฐœ์›”๊ฐ„ ( 21. 03 ~ 21. 05 ) ์ง„ํ–‰ํ•˜์˜€์œผ๋ฉฐ Transformer ์•„ํ‚คํ…์ณ ๊ธฐ๋ฐ˜์˜ Encoder๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ํ•œ๊ตญ์–ด ์งˆ์˜์‘๋‹ต ๋ฐ์ดํ„ฐ์…‹์œผ๋กœ

TaegyeongEo 4 Jul 08, 2022