12 Must read Text to Image AI Research Papers with their code implementation
Prodramp
This video covers 12 Text to Image research between 2016 and 2022 covering main Text to image AI Research concepts i.e GAN, Diffusion Models, VQ-VAE, VQGAN, AttnGAN, XMCGAN, CLIP, DALL-E, GLIDE etc..
GitHub Resources: https://github.com/prodramp/DeepWorks/tree/main/12-Research-Papers
▬▬▬▬▬▬ ⏰ TUTORIAL TIME STAMPS ⏰ ▬▬▬▬▬▬
- (00:00) 12 Research Papers Introduction
- (01:10) Content intro
- (02:25) Research Paper 1 from 2016
- (03:18) Research Paper 2 from 2017
- (05:20) Research Paper 3 from 2018
- (06:46) Research Paper 4 from 2020
- (08:25) Research Paper 5 from 2021
- (09:35) Research Paper 6 from 2021
- (10:56) Research Paper 7 from 2021
- (12:52) Research Paper 8 from 2022
- (14:04) Research Paper 9 from 2022
- (15:05) Research Paper 10 from 2022
- (15:50) Research Paper 11 from 2022
- (16:58) Research Paper 12 from 2022
- (18:10) GitHub Resources
- (18:30) Covering all 4 Methods
▬▬▬▬▬▬ ⏰ Research Papers ⏰ ▬▬▬▬▬▬
- 2016 (1)
- Generating Images from Captions with Attention
- 2017 (1)
- AttnGAN: Fine-Grained Text to Image Generation with Attentional Generative Adversarial Networks
- 2018 (1) Neural Discrete Representation Learning
- 2020 (1)
- Denoising Diffusion Probabilistic Models
- 2021 (3)
- Zero-Shot Text-to-Image Generation
- Diffusion Models Beat GANs on Image Synthesis
- Taming Transformers for High-Resolution Image Synthesis
- 2022 (5)
- Make-A-Scene: Scene-Based Text-to-Image Generation with Human Priors
- GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models
- High-Resolution Image Synthesis with Latent Diffusion Models
- Hierarchical Text-Conditional Image Generation with CLIP Latents
- Cross-Modal Contrastive Learning for Text-to-Image Generation
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Content Creator: Avkash Chauhan (@avkashchauhan)
Tags: #vqgan #ai #diffusion #cnn #ml #lime #aicloud #h2oai #driverlessai #machinelearning #cloud #mlops #model #collaboration #deeplearning #modelserving #modeldeployment #pytorch #datarobot #datahub #streamlit #modeltesting #codeartifact #dataartifact #modelartifact #onnx #aws #kaggle #mapbox #lightgbm #xgboost #classification #dataengineering #pandas #keras #tensorflow #tensorboard #cnn #prodramp #avkashchauhan #LIME #mli #xai ... https://www.youtube.com/watch?v=JCHqZbJFnuY
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