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Introducing TorchMultimodal – a library for accelerating exploration in Multimodal AI

PyTorch Blog · published 17 November 2022

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https://github.com/facebookresearch/multimodal
github.com
https://arxiv.org/abs/2112.04482
arxiv.org
https://arxiv.org/pdf/2201.08377.pdf
arxiv.org
https://arxiv.org/abs/2202.03555
arxiv.org
https://ai.facebook.com/blog/advances-in-multimodal-understanding-research-at-meta-ai/
ai.facebook.com
https://ai.facebook.com/blog/generative-ai-text-to-video/
ai.facebook.com
https://ai.facebook.com/blog/greater-creative-control-for-ai-image-generation/
ai.facebook.com
https://github.com/facebookresearch/multimodal/tree/main/torchmultimodal
github.com
https://github.com/facebookresearch/multimodal/blob/4d2236877467ff8f56aa1935dd92d7782751b135/torchmultimodal/modules/losses/contrastive_loss_with_temperature.py
github.com
https://github.com/facebookresearch/multimodal/blob/4d2236877467ff8f56aa1935dd92d7782751b135/torchmultimodal/modules/losses/albef.py
github.com
https://github.com/facebookresearch/multimodal/blob/main/torchmultimodal/modules/layers/codebook.py
github.com
https://github.com/facebookresearch/multimodal/blob/4d2236877467ff8f56aa1935dd92d7782751b135/torchmultimodal/models/vqvae.py
github.com
https://github.com/facebookresearch/multimodal/blob/main/torchmultimodal/modules/encoders/swin_transformer_3d_encoder.py
github.com
https://github.com/facebookresearch/multimodal/tree/4d2236877467ff8f56aa1935dd92d7782751b135/torchmultimodal/models/clip
github.com
https://github.com/facebookresearch/multimodal/blob/4d2236877467ff8f56aa1935dd92d7782751b135/torchmultimodal/models/gpt.py
github.com
https://cdn.openai.com/research-covers/language-unsupervised/language_understanding_paper.pdf
cdn.openai.com
https://github.com/facebookresearch/multimodal/blob/main/torchmultimodal/utils/generate.py
github.com
https://github.com/facebookresearch/multimodal/blob/main/torchmultimodal/modules/layers/attention.py
github.com
https://github.com/facebookresearch/multimodal/tree/main/examples
github.com
https://github.com/facebookresearch/multimodal/tree/main/examples/flava
github.com
https://github.com/facebookresearch/multimodal/tree/main/examples/mdetr
github.com
https://arxiv.org/abs/2104.12763
arxiv.org
https://github.com/facebookresearch/multimodal/blob/main/examples/mdetr/MDETRTutorial.ipynb
github.com
https://github.com/facebookresearch/multimodal/tree/main/examples/omnivore
github.com
https://arxiv.org/abs/2204.08058
arxiv.org
https://github.com/facebookresearch/multimodal/blob/main/examples/omnivore/omnivore_inference_demo.ipynb
github.com
https://github.com/facebookresearch/multimodal/tree/main/examples/mugen
github.com
https://colab.research.google.com/drive/1C3ZbH_l19g_KqW3CPeX2-8Q2sOUCpmZo?usp=sharing
colab.research.google.com
https://colab.research.google.com/drive/1gZfz1jsy79CNCK9t2_r43yt3z7v-w4HS?usp=sharing
colab.research.google.com
https://github.com/openai/coinrun
github.com
https://github.com/facebookresearch/multimodal/tree/main/examples/albef
github.com
https://arxiv.org/abs/2107.07651
arxiv.org
https://github.com/facebookresearch/multimodal/blob/main/examples/albef/vqa_with_albef.ipynb
github.com