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Title: GitHub - facebookresearch/perception_models: State-of-the-art Image & Video CLIP, Multimodal Large Language Models, and More! · GitHub

Open Graph Title: GitHub - facebookresearch/perception_models: State-of-the-art Image & Video CLIP, Multimodal Large Language Models, and More!

X Title: GitHub - facebookresearch/perception_models: State-of-the-art Image & Video CLIP, Multimodal Large Language Models, and More!

Description: State-of-the-art Image & Video CLIP, Multimodal Large Language Models, and More! - facebookresearch/perception_models

Open Graph Description: State-of-the-art Image & Video CLIP, Multimodal Large Language Models, and More! - facebookresearch/perception_models

X Description: State-of-the-art Image & Video CLIP, Multimodal Large Language Models, and More! - facebookresearch/perception_models

Opengraph URL: https://github.com/facebookresearch/perception_models

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CODE_OF_CONDUCT.md	https://github.com/facebookresearch/perception_models/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://github.com/facebookresearch/perception_models/blob/main/CONTRIBUTING.md
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LICENSE.PE	https://github.com/facebookresearch/perception_models/blob/main/LICENSE.PE
LICENSE.PE	https://github.com/facebookresearch/perception_models/blob/main/LICENSE.PE
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LICENSE.PLM	https://github.com/facebookresearch/perception_models/blob/main/LICENSE.PLM
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README.md	https://github.com/facebookresearch/perception_models/blob/main/README.md
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setup.py	https://github.com/facebookresearch/perception_models/blob/main/setup.py
setup.py	https://github.com/facebookresearch/perception_models/blob/main/setup.py
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Code of conduct	https://github.com/facebookresearch/perception_models
Contributing	https://github.com/facebookresearch/perception_models
Apache-2.0 license	https://github.com/facebookresearch/perception_models
License	https://github.com/facebookresearch/perception_models
Security	https://github.com/facebookresearch/perception_models
	https://github.com/facebookresearch/perception_models#perception-models-powerful-models-for-image-video-and-audio-perception
	https://opensource.org/licenses/Apache-2.0
Perception Encoder (PE)	https://arxiv.org/abs/2504.13181
audio	https://ai.meta.com/research/publications/pushing-the-frontier-of-audiovisual-perception-with-large-scale-multimodal-correspondence-learning/
Perception Language Model (PLM)	https://arxiv.org/abs/2504.13180
Perception Encoder and Perception Encoder Audio-Visual	https://github.com/facebookresearch/perception_models#perception-encoder-pe
Perception Language Model	https://github.com/facebookresearch/perception_models#perception-language-model-plm
Dataset Releases	https://github.com/facebookresearch/perception_models#dataset-releases
	https://github.com/facebookresearch/perception_models#updates
Blog	https://ai.meta.com/blog/sam-audio/
paper	https://ai.meta.com/research/publications/pushing-the-frontier-of-audiovisual-perception-with-large-scale-multimodal-correspondence-learning/
Hugging Face transformers	https://huggingface.co/docs/transformers/main/en/model_doc/perception_lm
Perception Encoder	https://github.com/facebookresearch/perception_models/blob/main/apps/pe/README.md
timm	https://github.com/huggingface/pytorch-image-models
lmms-eval	https://github.com/EvolvingLMMs-Lab/lmms-eval/pull/638
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	https://github.com/facebookresearch/perception_models#perception-encoder-pe
	https://huggingface.co/datasets/facebook/PE-Video
	https://huggingface.co/collections/facebook/perception-encoder-67f977c9a65ca5895a7f6ba1
	https://ai.meta.com/research/publications/perception-encoder-the-best-visual-embeddings-are-not-at-the-output-of-the-network
	https://ai.meta.com/research/publications/pushing-the-frontier-of-audiovisual-perception-with-large-scale-multimodal-correspondence-learning/
	https://arxiv.org/abs/2504.13181
	https://colab.research.google.com/github/facebookresearch/perception_models/blob/main/apps/pe/docs/pe_demo.ipynb
	https://opensource.org/licenses/Apache-2.0
Perception Encoder (PE)	https://arxiv.org/abs/2504.13181
README	https://github.com/facebookresearch/perception_models/blob/main/apps/pe/README.md
	https://github.com/facebookresearch/perception_models/blob/main/apps/pe/docs/assets/teaser.png
	https://github.com/facebookresearch/perception_models#models
PE core	https://github.com/facebookresearch/perception_models#vision-language-benchmarks
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PLM	https://arxiv.org/abs/2504.13180
PE spatial	https://github.com/facebookresearch/perception_models#vision-centric-benchmarks
PE audio-visual	https://github.com/facebookresearch/perception_models#audio-visual-benchmarks
	https://github.com/facebookresearch/perception_models#vision-language-benchmarks
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PE-Core-B16-224	https://huggingface.co/facebook/PE-Core-B16-224
PE-Core-L14-336	https://huggingface.co/facebook/PE-Core-L14-336
PE-Core-G14-448	https://huggingface.co/facebook/PE-Core-G14-448
	https://github.com/facebookresearch/perception_models#multimodal-llm-benchmarks
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PE-Lang-G14-448	https://huggingface.co/facebook/PE-Lang-G14-448
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	https://github.com/facebookresearch/perception_models#vision-centric-benchmarks
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	https://github.com/facebookresearch/perception_models/blob/main/apps/pe/docs/assets/spatial_correspondence.png
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	https://github.com/facebookresearch/perception_models#audio-visual-benchmarks
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pe-av-large-16-frame	https://huggingface.co/facebook/pe-av-large-16-frame
pe-av-small	https://huggingface.co/facebook/pe-av-small
pe-av-base	https://huggingface.co/facebook/pe-av-base
pe-av-large	https://huggingface.co/facebook/pe-av-large
	https://github.com/facebookresearch/perception_models#audio-event-localization-benchmarks
pe-a-frame-small	https://huggingface.co/facebook/pe-a-frame-small
pe-a-frame-base	https://huggingface.co/facebook/pe-a-frame-base
pe-a-frame-large	https://huggingface.co/facebook/pe-a-frame-large
	https://github.com/facebookresearch/perception_models#getting-started-with-pe
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apps/pe/README.md	https://github.com/facebookresearch/perception_models/blob/main/apps/pe/README.md
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apps/pe/README.md	https://github.com/facebookresearch/perception_models/blob/main/apps/pe/README.md
	https://github.com/facebookresearch/perception_models#perception-language-model-plm
	https://huggingface.co/datasets/facebook/PLM-Video-Human
	https://huggingface.co/collections/facebook/perception-lm-67f9783f171948c383ee7498
	https://ai.meta.com/research/publications/perceptionlm-open-access-data-and-models-for-detailed-visual-understanding
	https://arxiv.org/abs/2504.13180
	https://github.com/facebookresearch/perception_models/blob/main/apps/plm/notebook_demos
	https://github.com/facebookresearch/perception_models/blob/main/LICENSE.PLM
	https://github.com/facebookresearch/perception_models/blob/main/apps/plm/docs/plm_main_fig.png
	https://github.com/facebookresearch/perception_models#models-1
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Perception-LM-3B	https://huggingface.co/facebook/Perception-LM-3B
Perception-LM-8B	https://huggingface.co/facebook/Perception-LM-8B
	https://github.com/facebookresearch/perception_models#plm-image-benchmark-results
	https://github.com/facebookresearch/perception_models#plm-video-benchmark-results
	https://github.com/facebookresearch/perception_models#plm-resources
docs/evaluation.md	https://github.com/facebookresearch/perception_models/blob/main/apps/plm/docs/evaluation.md
docs/training.md	https://github.com/facebookresearch/perception_models/blob/main/apps/plm/docs/training.md
docs/plm_videobench.md	https://github.com/facebookresearch/perception_models/blob/main/apps/plm/docs/plm_videobench.md
docs/finetune_example.md	https://github.com/facebookresearch/perception_models/blob/main/apps/plm/docs/finetune_example.md
generate.py	https://github.com/facebookresearch/perception_models/blob/main/apps/plm/generate.py
apps/plm/README.md	https://github.com/facebookresearch/perception_models/blob/main/apps/plm/README.md
	https://github.com/facebookresearch/perception_models#dataset-releases
PE-Video-Dataset (PVD)	https://huggingface.co/datasets/facebook/PE-Video
	https://github.com/facebookresearch/perception_models#-pe-video-dataset-pvd
PVD	https://huggingface.co/datasets/facebook/PE-Video
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PLM-Video-Human	https://huggingface.co/datasets/facebook/PLM-Video-Human
	https://github.com/facebookresearch/perception_models#-plm-video-human
FGQA	https://huggingface.co/datasets/facebook/PLM-Video-Human#fine-grained-question-answering-fgqa
RTLoc	https://huggingface.co/datasets/facebook/PLM-Video-Human#region-temporal-localization-rtloc
RCap	https://huggingface.co/datasets/facebook/PLM-Video-Human#region-video-captioning-rcap
RDCap	https://huggingface.co/datasets/facebook/PLM-Video-Human#region-dense-temporal-captioning-rdcap
	https://private-user-images.githubusercontent.com/6934703/480687791-4f5c6c5e-687d-49df-9bf8-db9ec7f1f281.gif?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.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.xhRnJEz0PcESDo8vyAp6ufJiVSv4ElU8ORqoFJ7pcjs
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	https://github.com/facebookresearch/perception_models#-auto-generated-datasets
PLM-Image-Auto	https://huggingface.co/datasets/facebook/PLM-Image-Auto
PLM-Video-Auto	https://huggingface.co/datasets/facebook/PLM-Video-Auto
	https://github.com/facebookresearch/perception_models#installation-wrench
	https://github.com/facebookresearch/perception_models#-acknowledgement
Meta Lingua	https://github.com/facebookresearch/lingua
Meta Lingua	https://github.com/facebookresearch/lingua
Open_CLIP	https://github.com/mlfoundations/open_clip
CLIP_benchmark	https://github.com/LAION-AI/CLIP_benchmark
	https://github.com/facebookresearch/perception_models#-citation
Readme	https://github.com/facebookresearch/perception_models#readme-ov-file
Apache-2.0 LICENSE.PE	https://github.com/facebookresearch/perception_models/blob/main/LICENSE.PE
Unknown LICENSE.PLM	https://github.com/facebookresearch/perception_models/blob/main/LICENSE.PLM
Code of conduct	https://github.com/facebookresearch/perception_models#coc-ov-file
Contributing	https://github.com/facebookresearch/perception_models#contributing-ov-file
Security policy	https://github.com/facebookresearch/perception_models#security-ov-file
Please reload this page	https://github.com/facebookresearch/perception_models
Activity	https://github.com/facebookresearch/perception_models/activity
Custom properties	https://github.com/facebookresearch/perception_models/custom-properties
156 forks	https://github.com/facebookresearch/perception_models/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ffacebookresearch%2Fperception_models&report=facebookresearch+%28user%29
Releases	https://github.com/facebookresearch/perception_models/releases
Packages 0	https://github.com/orgs/facebookresearch/packages?repo_name=perception_models
Please reload this page	https://github.com/facebookresearch/perception_models
Please reload this page	https://github.com/facebookresearch/perception_models
Contributors	https://github.com/facebookresearch/perception_models/graphs/contributors
Please reload this page	https://github.com/facebookresearch/perception_models
Jupyter Notebook 80.3%	https://github.com/facebookresearch/perception_models/search?l=jupyter-notebook
Python 18.2%	https://github.com/facebookresearch/perception_models/search?l=python
Cuda 1.1%	https://github.com/facebookresearch/perception_models/search?l=cuda
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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