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Online Model Distillation for Efficient Video Inference

6 December 2018

Papers citing "Online Model Distillation for Efficient Video Inference"

50 / 66 papers shown

Title
Legilimens: Performant Video Analytics on the System-on-Chip Edge M. Ramanujam Yinwei Dai Kyle Jamieson Ravi Netravali 135 0 0 29 Apr 2025
ReSpec: Relevance and Specificity Grounded Online Filtering for Learning on Video-Text Data Streams C. Kim Jihwan Moon Sangwoo Moon Heeseung Yun Sihaeng Lee Aniruddha Kembhavi Soonyoung Lee Gunhee Kim Sangho Lee Christopher Clark 101 0 0 21 Apr 2025
It's All Connected: A Journey Through Test-Time Memorization, Attentional Bias, Retention, and Online Optimization Ali Behrouz Meisam Razaviyayn Peilin Zhong Vahab Mirrokni 116 5 0 17 Apr 2025
Event Stream-based Visual Object Tracking: HDETrack V2 and A High-Definition Benchmark Shiao Wang Xinyu Wang Chao wang Liye Jin Lin Zhu Bo Jiang Yonghong Tian Jin Tang 130 0 0 08 Feb 2025
CloudEye: A New Paradigm of Video Analysis System for Mobile Visual Scenarios Huan Cui Qing Li Hanling Wang Yong Jiang 61 0 0 24 Oct 2024
Learning to (Learn at Test Time): RNNs with Expressive Hidden States Yu Sun Xinhao Li Karan Dalal Jiarui Xu Arjun Vikram ... Xinlei Chen Xiaolong Wang Sanmi Koyejo Tatsunori Hashimoto Carlos Guestrin 145 113 0 05 Jul 2024
Improving Zero-shot Generalization of Learned Prompts via Unsupervised Knowledge Distillation Marco Mistretta Alberto Baldrati Marco Bertini Andrew D. Bagdanov VPVLM VLM 92 8 0 03 Jul 2024
Federated Graph Semantic and Structural Learning Wenke Huang Guancheng Wan Mang Ye Bo Du FedML 136 48 0 27 Jun 2024
EdgeSync: Faster Edge-model Updating via Adaptive Continuous Learning for Video Data Drift Peng Zhao Runchu Dong Guiqin Wang Cong Zhao 100 2 0 05 Jun 2024
Multi-Stream Cellular Test-Time Adaptation of Real-Time Models Evolving in Dynamic Environments Benoît Gérin Anaïs Halin A. Cioppa Maxim Henry Guohao Li Benoît Macq Christophe De Vleeschouwer Marc Van Droogenbroeck TTA 82 0 0 27 Apr 2024
Camera clustering for scalable stream-based active distillation Dani Manjah Davide Cacciarelli Christophe De Vleeschouwer Benoit Macq 88 1 0 16 Apr 2024
DaCapo: Accelerating Continuous Learning in Autonomous Systems for Video Analytics Yoonsung Kim Changhun Oh Jinwoo Hwang Wonung Kim Seongryong Oh Yubin Lee Hardik Sharma Amir Yazdanbakhsh Jongse Park 97 8 0 21 Mar 2024
Online Feature Updates Improve Online (Generalized) Label Shift Adaptation Ruihan Wu Siddhartha Datta Yi Su Dheeraj Baby Yu Wang Kilian Q. Weinberger 59 1 0 05 Feb 2024
ViLA: Efficient Video-Language Alignment for Video Question Answering Xijun Wang Junbang Liang Chun-Kai Wang Kenan Deng Yu Lou Ming-Chyuan Lin Shan Yang 105 15 0 13 Dec 2023
MoVQA: A Benchmark of Versatile Question-Answering for Long-Form Movie Understanding Hongjie Zhang Yi Liu Lu Dong Yifei Huang Z. Ling Yali Wang Limin Wang Yu Qiao 93 31 0 08 Dec 2023
MOSEL: Inference Serving Using Dynamic Modality Selection Bodun Hu Le Xu Jeongyoon Moon N. Yadwadkar Aditya Akella 62 4 0 27 Oct 2023
Learning to (Learn at Test Time) Yu Sun Xinhao Li Karan Dalal Chloe Hsu Oluwasanmi Koyejo Carlos Guestrin Xiaolong Wang Tatsunori Hashimoto Xinlei Chen SSL 87 8 0 20 Oct 2023
Automatic and Efficient Customization of Neural Networks for ML Applications Yuhan Liu Chengcheng Wan Kuntai Du Henry Hoffmann Junchen Jiang Shan Lu Michael Maire 73 0 0 07 Oct 2023
AdaEvo: Edge-Assisted Continuous and Timely DNN Model Evolution for Mobile Devices Lehao Wang Zhiwen Yu Haoyi Yu Sicong Liu Yaxiong Xie Bin Guo Yunxin Liu 49 5 0 27 Sep 2023
Enabling Resource-efficient AIoT System with Cross-level Optimization: A survey Sicong Liu Bin Guo Cheng Fang Ziqi Wang Shiyan Luo Zimu Zhou Zhiwen Yu AI4CE 93 23 0 27 Sep 2023
On the Query Strategies for Efficient Online Active Distillation Michele Boldo Enrico Martini Mirco De Marchi Stefano Aldegheri Nicola Bombieri 73 1 0 04 Sep 2023
EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding K. Mangalam Raiymbek Akshulakov Jitendra Malik 149 310 0 17 Aug 2023
Test-Time Training on Video Streams Renhao Wang Yu Sun Yossi Gandelsman Xinlei Chen Alexei A. Efros Alexei A. Efros Xiaolong Wang TTA ViT 3DGS 153 21 0 11 Jul 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang Ran He Tien-Ping Tan OOD VLM TTA 138 242 0 27 Mar 2023
Moby: Empowering 2D Models for Efficient Point Cloud Analytics on the Edge Jingzong Li Yik Hong Cai Libin Liu Yushun Mao Chun Jason Xue Hongchang Xu 56 4 0 18 Feb 2023
UV-Based 3D Hand-Object Reconstruction with Grasp Optimization Ziwei Yu Linlin Yang You Xie Ping Chen Angela Yao 3DH 69 9 0 24 Nov 2022
FLEX: Full-Body Grasping Without Full-Body Grasps Purva Tendulkar Dídac Surís Carl Vondrick 107 42 0 21 Nov 2022
Gradient Knowledge Distillation for Pre-trained Language Models Lean Wang Lei Li Xu Sun VLM 69 5 0 02 Nov 2022
Respecting Transfer Gap in Knowledge Distillation Yulei Niu Long Chen Chan Zhou Hanwang Zhang 99 25 0 23 Oct 2022
Structural Pruning via Latency-Saliency Knapsack Maying Shen Hongxu Yin Pavlo Molchanov Lei Mao Jianna Liu J. Álvarez 100 50 0 13 Oct 2022
MLink: Linking Black-Box Models from Multiple Domains for Collaborative Inference Mu Yuan Lan Zhang Zimu Zheng Yi-Nan Zhang Xiang-Yang Li 96 3 0 28 Sep 2022
InFi: End-to-End Learning to Filter Input for Resource-Efficiency in Mobile-Centric Inference Mu Yuan Lan Zhang Fengxiang He Xueting Tong Miao-Hui Song Zhengyuan Xu Xiang-Yang Li 58 2 0 28 Sep 2022
Test-Time Training with Masked Autoencoders Yossi Gandelsman Yu Sun Xinlei Chen Alexei A. Efros OOD 106 178 0 15 Sep 2022
Enabling Harmonious Human-Machine Interaction with Visual-Context Augmented Dialogue System: A Review Hao Wang Bin Guo Y. Zeng Yasan Ding Chen Qiu Ying Zhang Li Yao Zhiwen Yu 77 2 0 02 Jul 2022
The Modality Focusing Hypothesis: Towards Understanding Crossmodal Knowledge Distillation Zihui Xue Zhengqi Gao Sucheng Ren Hang Zhao 129 41 0 13 Jun 2022
AccMPEG: Optimizing Video Encoding for Video Analytics Kuntai Du Qizheng Zhang Anton Arapin Haodong Wang Zhengxu Xia Junchen Jiang 81 18 0 26 Apr 2022
When to Prune? A Policy towards Early Structural Pruning Maying Shen Pavlo Molchanov Hongxu Yin J. Álvarez VLM 77 56 0 22 Oct 2021
HALP: Hardware-Aware Latency Pruning Maying Shen Hongxu Yin Pavlo Molchanov Lei Mao Jianna Liu J. Álvarez VLM 81 14 0 20 Oct 2021
Partial to Whole Knowledge Distillation: Progressive Distilling Decomposed Knowledge Boosts Student Better Xuanyang Zhang Xinming Zhang Jian Sun 61 1 0 26 Sep 2021
Video Pose Distillation for Few-Shot, Fine-Grained Sports Action Recognition James Hong Matthew Fisher Michael Gharbi Kayvon Fatahalian 3DH 104 41 0 03 Sep 2021
Efficient Person Search: An Anchor-Free Approach Yichao Yan Jinpeng Li Jie Qin Tianran Ouyang Xiaokang Yang 70 20 0 01 Sep 2021
BlockCopy: High-Resolution Video Processing with Block-Sparse Feature Propagation and Online Policies Thomas Verelst Tinne Tuytelaars OffRL 40 16 0 20 Aug 2021
LIGA-Stereo: Learning LiDAR Geometry Aware Representations for Stereo-based 3D Detector Xiaoyang Guo Shaoshuai Shi Xiaogang Wang Hongsheng Li 3DPC 98 109 0 18 Aug 2021
Online Adaptation to Label Distribution Shift Ruihan Wu Chuan Guo Yi-Hsun Su Kilian Q. Weinberger 70 48 0 09 Jul 2021
Pool of Experts: Realtime Querying Specialized Knowledge in Massive Neural Networks Hakbin Kim Dong-Wan Choi 46 2 0 03 Jul 2021
Arithmetic-Intensity-Guided Fault Tolerance for Neural Network Inference on GPUs J. Kosaian K. V. Rashmi 67 34 0 19 Apr 2021
Ego-Exo: Transferring Visual Representations from Third-person to First-person Videos Yanghao Li Tushar Nagarajan Bo Xiong Kristen Grauman EgoV 117 94 0 16 Apr 2021
A-SDF: Learning Disentangled Signed Distance Functions for Articulated Shape Representation Jiteng Mu Weichao Qiu Adam Kortylewski Alan Yuille Nuno Vasconcelos Xiaolong Wang 121 112 0 15 Apr 2021
Towards Automatic Model Specialization for Edge Video Analytics Daniel Rivas-Barragan F. Guim Jordà Polo P. M. Silva J. L. Berral D. Carrera 38 11 0 14 Apr 2021
Hand-Object Contact Consistency Reasoning for Human Grasps Generation Hanwen Jiang Shaowei Liu Jiashun Wang Xiaolong Wang 97 181 0 07 Apr 2021