ys-zong / awesome-self-supervised-multimodal-learning
[T-PAMI] A curated list of self-supervised multimodal learning resources.
☆212Updated last month
Related projects: ⓘ
- Official Open Source code for "Masked Autoencoders As Spatiotemporal Learners"☆311Updated 6 months ago
- A Survey on multimodal learning research.☆303Updated last year
- Multimodal Masked Autoencoders (M3AE): A JAX/Flax Implementation☆100Updated 5 months ago
- A collection of parameter-efficient transfer learning papers focusing on computer vision and multimodal domains.☆388Updated 2 months ago
- Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning☆113Updated last year
- A curated list of awesome self-supervised learning methods in videos☆99Updated this week
- [NeurIPS 2022] Implementation of "AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition"☆317Updated 2 years ago
- ☆147Updated 2 years ago
- Reading list for research topics in Masked Image Modeling☆328Updated 2 months ago
- [Survey] Masked Modeling for Self-supervised Representation Learning on Vision and Beyond (https://arxiv.org/abs/2401.00897)☆287Updated 2 weeks ago
- Multimodal Prompting with Missing Modalities for Visual Recognition, CVPR'23☆162Updated 9 months ago
- A curated list of papers in Test-time Adaptation, Test-time Training and Source-free Domain Adaptation☆456Updated 2 months ago
- This repository contains the implementation for the paper "EMP-SSL: Towards Self-Supervised Learning in One Training Epoch."☆220Updated last year
- [NeurIPS 2023, ICMI 2023] Quantifying & Modeling Multimodal Interactions☆52Updated 8 months ago
- [ICLR 2024 (Spotlight)] "Frozen Transformers in Language Models are Effective Visual Encoder Layers"☆215Updated 8 months ago
- (ICLR 2023) Official PyTorch implementation of "What Do Self-Supervised Vision Transformers Learn?"☆97Updated 6 months ago
- [NeurIPS 2023] Factorized Contrastive Learning: Going Beyond Multi-view Redundancy☆55Updated 10 months ago
- PyTorch implementation of LIMoE☆49Updated 5 months ago
- Recent Advances in Vision and Language Pre-training (VLP)☆287Updated last year
- [TMLR 2022] High-Modality Multimodal Transformer☆104Updated 11 months ago
- [NeurIPS 2023] Text data, code and pre-trained models for paper "Improving CLIP Training with Language Rewrites"☆251Updated 8 months ago
- [ICCV 2023] Binary Adapters, [AAAI 2023] FacT, [Tech report] Convpass☆167Updated last year
- A simple cross attention that updates both the source and target in one step☆140Updated 4 months ago
- [TPAMI] Searching prompt modules for parameter-efficient transfer learning.☆216Updated 9 months ago
- The official implementation of CMAE https://arxiv.org/abs/2207.13532 and https://ieeexplore.ieee.org/document/10330745☆75Updated 7 months ago
- The repository collects many various multi-modal transformer architectures, including image transformer, video transformer, image-languag…☆215Updated 2 years ago
- ☆205Updated 3 years ago
- Exploring Visual Prompts for Adapting Large-Scale Models☆260Updated 2 years ago
- [ICLR 2023] MultiViz: Towards Visualizing and Understanding Multimodal Models☆87Updated 3 weeks ago
- official implementation of "Interpreting CLIP's Image Representation via Text-Based Decomposition"☆149Updated this week