Vision — Paper Notes

NeurIPS-2014 Two-Stream Convolutional Networks for Action Recognition in Videos

NeurIPS Vision 2014-11-12 video action-recognition

CVPR-2014 Large-scale Video Classification with Convolutional Neural Networks

CVPR Vision 2014-09-25 video

ICCV-2015 Learning Spatiotemporal Features with 3D Convolutional Networks

ICCV Vision 2015-09-25 video

CVPR-2015 Beyond Short Snippets：Deep Networks for Video Classification

CVPR Vision 2015-04-17 video vision-language transformer

ECCV-2016 Temporal Segment Networks：Towards Good Practices for Deep Action Recognition

ECCV Vision 2016-11-17 video action-recognition

CVPR-2016 Convolutional Two-Stream Network Fusion for Video Action Recognition

CVPR Vision 2016-04-20 video action-recognition

CVPR-2017 Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset

CVPR Vision 2017-05-22 vision-language video action-recognition

DeepMind

DeepMind-2018 Representation Learning with Contrastive Predictive Coding

DeepMind Vision 2018-07-10 vision-language contrastive-learning

CVPR

CVPR-2018 Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination

CVPR Vision 2018-05-01 unsupervised-learning contrastive-learning

CVPR-2018 Non-local Neural Networks

CVPR Vision 2018-04-13 convolutional-neural-network

CVPR-2018 A Closer Look at Spatiotemporal Convolutions for Action Recognition

CVPR Vision 2018-04-12 video action-recognition

ICCV-2019 SlowFast Networks for Video Recognition

ICCV Vision 2019-10-29 vision-language contrastive-learning

CVPR

CVPR-2019 Unsupervised Embedding Learning via Invariant and Spreading Instance Feature

CVPR Vision 2019-04-03 unsupervised-learning

ECCV

ECCV-2020 CMC: Contrastive Multiview Coding

ECCV Vision 2020-12-18 contrastive-learning

NeurIPS

NeurIPS-2020 Big Self-Supervised Models are Strong Semi-Supervised Learners

NeurIPS Vision 2020-12-06 semi-supervised learning

NeurIPS-2020 Bootstrap your own latent：A new approach to self-supervised Learning

NeurIPS Vision 2020-12-06 self-supervised learning

NeurIPS

NeurIPS-2020 Unsupervised Learning of Visual Features by Contrasting Cluster Assignments

NeurIPS Vision 2020-12-01 unsupervised-learning contrastive-learning

arXiv

arXiv-2020 BYOL works even without batch statistics

arXiv Vision 2020-10-20 vision-language transformer contrastive-learning

ICML-2020 A Simple Framework for Contrastive Learning of Visual Representations

ICML Vision 2020-07-01 contrastive-learning

ECCV-2020 End-to-End Object Detection with Transformers

ECCV Vision 2020-05-28 transformer object-detection

ICLR-2020 DivideMix：Learning with Noisy Labels as Semi-supervised Learning

ICLR Vision 2020-04-26 noisy label semi-supervised GMM MixMatch

CVPR

CVPR-2020 Momentum Contrast for Unsupervised Visual Representation Learning

CVPR Vision 2020-03-23 vision-language contrastive-learning

NeurIPS-2021 VLMo：Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts

NeurIPS Vision 2021-12-01 vision-language contrastive-learning transformer

NeurIPS

NeurIPS-2021 Intriguing Properties of Vision Transformers

NeurIPS Vision 2021-11-25 vision-language transformer

NeurIPS-2021 Align before Fuse：Vision and Language Representation Learning with Momentum Distillation

NeurIPS Vision 2021-11-10 vision-language

CVPR

CVPR-2021 Masked Autoencoders Are Scalable Vision Learners

CVPR Vision 2021-11-06 vision-language Transformer

arXiv-2021 ActionCLIP：A New Paradigm for Video Action Recognition

arXiv Vision 2021-09-17 video action-recognition contrastive-learning

ICCV-2021 Swin Transformer：Hierarchical Vision Transformer using Shifted Windows

ICCV Vision 2021-08-17 vision-language transformer

arXiv-2021 How Much Can CLIP Benefit Vision-and-Language Tasks？

arXiv Vision 2021-07-06 vision-language contrastive-learning

ICML-2021 Perceiver：General Perception with Iterative Attention

ICML Vision 2021-06-23 vision-language

arXiv-2021 CLIP4Clip：An Empirical Study of CLIP for End to End Video Clip Retrieval

arXiv Vision 2021-05-08 Video Contrastive Learning

ICCV

ICCV-2021 An Empirical Study of Training Self-Supervised Vision Transformers

ICCV Vision 2021-04-05 vision-language

ICML-2021 Learning Transferable Visual Models From Natural Language Supervision

ICML Vision 2021-02-26 vision-language contrastive-learning

ICML-2021 ViLT：Vision-and-Language Transformer Without Convolution or Region Supervision

ICML Vision 2021-02-05 vision-language contrastive-learning transformer

GCPR-2021 AudioCLIP：Extending CLIP to Image, Text and Audio

GCPR Vision 2021-01-24 vision-language transformer contrastive-learning

ICLR

ICLR-2021 An Image is Worth 16x16 Words：Transformers for Image Recognition at Scale

ICLR Vision 2021-01-13 vision-language transformer

ICML-2021 Is Space-Time Attention All You Need for Video Understanding

ICML Vision 2021-01-09 video vision-language transformer

MM-2022 Can Language Understand Depth？

MM Vision 2022-10-10 vision-language contrastive-learning

NeurIPS-2022 CoCa：Contrastive Captioners are Image-Text Foundation Models

NeurIPS Vision 2022-08-27 vision-language contrastive-learning

SIGGRAPH-2022 CLIPasso：Semantically-Aware Object Sketching

SIGGRAPH Vision 2022-07-22 contrastive-learning

CVPR-2022 GroupViT：Semantic Segmentation Emerges from Text Supervision

CVPR Vision 2022-07-18 video vision-language

ECCV-2022 CDS：Contrastive Deep Supervision

ECCV Vision 2022-07-12 contrastive-learning

CVPR-2022 PointCLIP：Point Cloud Understanding by CLIP

CVPR Vision 2022-06-23 vision-language contrastive-learning

arXiv-2022 GLIPv2：Unifying Localization and Vision-Language Understanding

arXiv Vision 2022-06-05 vision-language contrastive-learning object-detection

OpenAI-2022 Hierarchical Text-Conditional Image Generation with CLIP Latents

OpenAI Vision 2022-04-13 vision-language contrastive-learning

ICLR-2022 Open-vocabulary Object Detection via Vision and Language Knowledge Distillation

ICLR Vision 2022-01-29 vision-language contrastive-learning object-detection

ICLR-2022 Perceiver IO：A General Architecture for Structured Inputs & Outputs

ICLR Vision 2022-01-29 vision-language

ICML-2022 BLIP：Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

ICML Vision 2022-01-24 vision-language transformer contrastive-learning

CVPR-2022 Grounded Language-Image Pre-trainin

CVPR Vision 2022-01-17 LLM NLP vision-language

ICLR-2022 Language-driven Semantic Segmentation

ICLR Vision 2022-01-10 LLM NLP vision-language

CVPR

CVPR-2020 Improved Baselines with Momentum Contrastive Learning

CVPR Vision 2023-03-09 vision-language

ICLR-2023 AIM：Adapting Image Models for Efficient Video Action Recognition

ICLR Vision 2023-02-06 video action-recognition

CVPR-2023 Image as a Foreign Language：BEiT Pretraining for All Vision and Vision-Language Tasks

CVPR Vision 2023-01-15 vision-language

WACV-2023 MixGen：A New Multi-Modal Data Augmentation

WACV Vision 2023-01-09 vision-language data-augmentation

arXiv-2024 Movie Gen：A Cast of Media Foundation Models

arXiv Vision 2024-10-24 video-generation

AAAI-2024 T2I-Adapter：Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Models

AAAI Vision 2024-02-20 vision-language diffusion