Procedure-Aware Pretraining for Instructional Video Understanding

31 March 2023

Honglu Zhou

Roberto Martín-Martín

Mubbasir Kapadia

Silvio Savarese

Juan Carlos Niebles

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Papers citing "Procedure-Aware Pretraining for Instructional Video Understanding"

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Title
Memory-efficient Streaming VideoLLMs for Real-time Procedural Video Understanding Dibyadip Chatterjee Edoardo Remelli Yale Song Bugra Tekin Abhay Mittal ... Shreyas Hampali Eric Sauser Shugao Ma Angela Yao Fadime Sener VLM 46 0 0 10 Apr 2025
What Changed and What Could Have Changed? State-Change Counterfactuals for Procedure-Aware Video Representation Learning Chi-Hsi Kung Frangil Ramirez Juhyung Ha Yi-Ting Chen David J. Crandall Yi-Hsuan Tsai 43 0 0 27 Mar 2025
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering Thanh-Son Nguyen Hong Yang Tzeh Yuan Neoh Hao Zhang Ee Yeo Keat Basura Fernando NAI 56 0 0 19 Mar 2025
Stitch-a-Recipe: Video Demonstration from Multistep Descriptions Chi Hsuan Wu Kumar Ashutosh Kristen Grauman DiffM 63 0 0 18 Mar 2025
VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary Kevin Qinghong Lin Mike Zheng Shou VGen 159 1 0 12 Mar 2025
Prompt2LVideos: Exploring Prompts for Understanding Long-Form Multimodal Videos Soumya Jahagirdar Jayasree Saha C. V. Jawahar 56 0 0 11 Mar 2025
Task Graph Maximum Likelihood Estimation for Procedural Activity Understanding in Egocentric Videos Luigi Seminara G. Farinella Antonino Furnari 77 0 0 25 Feb 2025
Leveraging Procedural Knowledge and Task Hierarchies for Efficient Instructional Video Pre-training Karan Samel Nitish Sontakke Irfan Essa 46 0 0 24 Feb 2025
Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos Luigi Seminara G. Farinella Antonino Furnari 64 7 0 10 Jan 2025
Procedure-Aware Surgical Video-language Pretraining with Hierarchical Knowledge Augmentation Kun Yuan V. Srivastav Nassir Navab N. Padoy 44 7 0 30 Sep 2024
Learning to Localize Actions in Instructional Videos with LLM-Based Multi-Pathway Text-Video Alignment Yuxiao Chen Keqin Li Wentao Bao Deep Patel Yu Kong Martin Renqiang Min Dimitris N. Metaxas DiffM 33 1 0 22 Sep 2024
Box2Flow: Instance-based Action Flow Graphs from Videos Jiatong Li Kalliopi Basioti Vladimir Pavlovic 38 0 0 30 Aug 2024
VideoLLM-MoD: Efficient Video-Language Streaming with Mixture-of-Depths Vision Computation Shiwei Wu Joya Chen Kevin Qinghong Lin Qimeng Wang Yan Gao Qianli Xu Tong Xu Yao Hu Enhong Chen Mike Zheng Shou VLM 47 12 0 29 Aug 2024
ExpertAF: Expert Actionable Feedback from Video Kumar Ashutosh Tushar Nagarajan Georgios Pavlakos Kris M. Kitani Kristen Grauman VGen 44 2 0 01 Aug 2024
WorldAPIs: The World Is Worth How Many APIs? A Thought Experiment Jiefu Ou Arda Uzunoglu Benjamin Van Durme Daniel Khashabi LM&Ro VGen 30 3 0 10 Jul 2024
VideoLLM-online: Online Video Large Language Model for Streaming Video Joya Chen Zhaoyang Lv Shiwei Wu Kevin Qinghong Lin Chenan Song Difei Gao Jia-Wei Liu Ziteng Gao Dongxing Mao Mike Zheng Shou MLLM MoMe 45 49 0 17 Jun 2024
Why Not Use Your Textbook? Knowledge-Enhanced Procedure Planning of Instructional Videos Kumaranage Ravindu Yasas Nagasinghe Honglu Zhou Malitha Gunawardhana Martin Renqiang Min Daniel Harari Muhammad Haris Khan 40 7 0 05 Mar 2024
CI w/o TN: Context Injection without Task Name for Procedure Planning Xinjie Li 31 0 0 23 Feb 2024
Detours for Navigating Instructional Videos Kumar Ashutosh Zihui Xue Tushar Nagarajan Kristen Grauman 29 6 0 03 Jan 2024
Implicit Affordance Acquisition via Causal Action-Effect Modeling in the Video Domain Hsiu-yu Yang Carina Silberer 27 1 0 18 Dec 2023
Spacewalk-18: A Benchmark for Multimodal and Long-form Procedural Video Understanding in Novel Domains Rohan Myer Krishnan Zitian Tang Zhiqiu Yu Chen Sun 53 1 0 30 Nov 2023
Efficient Pre-training for Localized Instruction Generation of Videos Anil Batra Davide Moltisanti Laura Sevilla-Lara Marcus Rohrbach Frank Keller 31 0 0 27 Nov 2023
Masked Diffusion with Task-awareness for Procedure Planning in Instructional Videos Fen Fang Yun Liu Ali Koksal Qianli Xu Joo-Hwee Lim VGen DiffM 26 5 0 14 Sep 2023
Video-Mined Task Graphs for Keystep Recognition in Instructional Videos Kumar Ashutosh Santhosh Kumar Ramakrishnan Triantafyllos Afouras Kristen Grauman 23 24 0 17 Jul 2023
Learning Fine-grained View-Invariant Representations from Unpaired Ego-Exo Videos via Temporal Alignment Zihui Xue Kristen Grauman EgoV 38 31 0 08 Jun 2023
Learning to Ground Instructional Articles in Videos through Narrations E. Mavroudi Triantafyllos Afouras Lorenzo Torresani DiffM 33 22 0 06 Jun 2023
Non-Sequential Graph Script Induction via Multimedia Grounding Yu Zhou Sha Li Manling Li Xudong Lin Shih-Fu Chang Joey Tianyi Zhou Heng Ji 30 8 0 27 May 2023
Procedure Planning in Instructional Videos via Contextual Modeling and Model-based Policy Learning Jing Bi Jiebo Luo Chenliang Xu 76 48 0 05 Oct 2021
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Dmytro Okhonko Armen Aghajanyan Florian Metze Luke Zettlemoyer Florian Metze Luke Zettlemoyer Christoph Feichtenhofer CLIP VLM 259 558 0 28 Sep 2021
Survey: Transformer based Video-Language Pre-training Ludan Ruan Qin Jin VLM ViT 72 44 0 21 Sep 2021
ActionCLIP: A New Paradigm for Video Action Recognition Mengmeng Wang Jiazheng Xing Yong Liu VLM 152 362 0 17 Sep 2021
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 248 577 0 22 Apr 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 280 1,982 0 09 Feb 2021