12 Must read Text to Image AI Research Papers with their code implementation
2.7 هزار بار بازدید -
2 سال پیش
-
This video covers 12 Text
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...
▬▬▬▬▬▬ ⏰ 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
Connect
------------------
- Prodramp LLC (@prodramp)
- Website - https://prodramp.com
- LinkedIn - LinkedIn: prodramp
- GitHub- https://github.com/prodramp/
- AngelList - https://angel.co/company/prodramp
- Facebook - Facebook: Prodramp
Content Creator: Avkash Chauhan (@avkashchauhan)
- LinkedIn: avkashchauhan
- Twitter: 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
GitHub Resources:
https://github.com/prodramp/DeepWorks...
▬▬▬▬▬▬ ⏰ 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
Connect
------------------
- Prodramp LLC (@prodramp)
- Website - https://prodramp.com
- LinkedIn - LinkedIn: prodramp
- GitHub- https://github.com/prodramp/
- AngelList - https://angel.co/company/prodramp
- Facebook - Facebook: Prodramp
Content Creator: Avkash Chauhan (@avkashchauhan)
- LinkedIn: avkashchauhan
- Twitter: 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
2 سال پیش
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