Machine Learning

1 readers

1 users here now

Community Rules:

Be nice. No offensive behavior, insults or attacks: we encourage a diverse community in which members feel safe and have a voice.
Make your post clear and comprehensive: posts that lack insight or effort will be removed. (ex: questions which are easily googled)
Beginner or career related questions go elsewhere. This community is focused in discussion of research and new projects that advance the state-of-the-art.
Limit self-promotion. Comments and posts should be first and foremost about topics of interest to ML observers and practitioners. Limited self-promotion is tolerated, but the sub is not here as merely a source for free advertisement. Such posts will be removed at the discretion of the mods.

founded 1 year ago

MODERATORS

communick@academy.garden

[R] CogVLM: Visual Expert for Pretrained Language Models (alien.top)

submitted 1 year ago by APaperADay@alien.top to c/machinelearning@academy.garden

1 comments fedilink hide all child comments

Paper: https://arxiv.org/abs/2311.03079

GitHub: https://github.com/THUDM/CogVLM

Abstract:

We introduce CogVLM, a powerful open-source visual language foundation model. Different from the popular shallow alignment method which maps image features into the input space of language model, CogVLM bridges the gap between the frozen pretrained language model and image encoder by a trainable visual expert module in the attention and FFN layers. As a result, CogVLM enables deep fusion of vision language features without sacrificing any performance on NLP tasks. CogVLM-17B achieves state-of-the-art performance on 10 classic cross-modal benchmarks, including NoCaps, Flicker30k captioning, RefCOCO, RefCOCO+, RefCOCOg, Visual7W, GQA, ScienceQA, VizWiz VQA and TDIUC, and ranks the 2nd on VQAv2, OKVQA, TextVQA, COCO captioning, etc., surpassing or matching PaLI-X 55B. Codes and checkpoints are available at this https URL.

https://preview.redd.it/yw0lr38gegzb1.png?width=1096&format=png&auto=webp&s=23361a84319c0fcbf1e980ca74dea26cb8be325b

you are viewing a single comment's thread
view the rest of the comments

[–] CatalyzeX_code_bot@alien.top 1 points 1 year ago

Found 1 relevant code implementation for "CogVLM: Visual Expert for Pretrained Language Models".

If you have code to share with the community, please add it here 😊🙏

To opt out from receiving code links, DM me.