Online Model Distillation for Efficient Video Inference

6 December 2018

Papers citing "Online Model Distillation for Efficient Video Inference"

36 / 36 papers shown

Title
Legilimens: Performant Video Analytics on the System-on-Chip Edge M. Ramanujam Yinwei Dai Kyle Jamieson Ravi Netravali 83 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 34 0 0 21 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 58 0 0 08 Feb 2025
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 71 93 0 05 Jul 2024
Federated Graph Semantic and Structural Learning Wenke Huang Guancheng Wan Mang Ye Bo Du FedML 36 44 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 45 1 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 56 0 0 27 Apr 2024
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 47 16 0 11 Jul 2023
Gradient Knowledge Distillation for Pre-trained Language Models Lean Wang Lei Li Xu Sun VLM 28 5 0 02 Nov 2022
Respecting Transfer Gap in Knowledge Distillation Yulei Niu Long Chen Chan Zhou Hanwang Zhang 26 23 0 23 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 30 2 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 32 2 0 28 Sep 2022
Test-Time Training with Masked Autoencoders Yossi Gandelsman Yu Sun Xinlei Chen Alexei A. Efros OOD 45 165 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 39 2 0 02 Jul 2022
When to Prune? A Policy towards Early Structural Pruning Maying Shen Pavlo Molchanov Hongxu Yin J. Álvarez VLM 28 53 0 22 Oct 2021
HALP: Hardware-Aware Latency Pruning Maying Shen Hongxu Yin Pavlo Molchanov Lei Mao Jianna Liu J. Álvarez VLM 46 13 0 20 Oct 2021
Partial to Whole Knowledge Distillation: Progressive Distilling Decomposed Knowledge Boosts Student Better Xuanyang Zhang Xinming Zhang Jian Sun 25 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 27 37 0 03 Sep 2021
Efficient Person Search: An Anchor-Free Approach Yichao Yan Jinpeng Li Jie Qin Tianran Ouyang Xiaokang Yang 29 18 0 01 Sep 2021
BlockCopy: High-Resolution Video Processing with Block-Sparse Feature Propagation and Online Policies Thomas Verelst Tinne Tuytelaars OffRL 12 15 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 34 106 0 18 Aug 2021
Online Adaptation to Label Distribution Shift Ruihan Wu Chuan Guo Yi-Hsun Su Kilian Q. Weinberger 21 47 0 09 Jul 2021
Arithmetic-Intensity-Guided Fault Tolerance for Neural Network Inference on GPUs J. Kosaian K. V. Rashmi 38 33 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 51 84 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 27 106 0 15 Apr 2021
It's always personal: Using Early Exits for Efficient On-Device CNN Personalisation Ilias Leontiadis Stefanos Laskaridis Stylianos I. Venieris Nicholas D. Lane 65 29 0 02 Feb 2021
ODIN: Automated Drift Detection and Recovery in Video Analytics Abhijit Suprem Joy Arulraj C. Pu J. E. Ferreira 23 12 0 09 Sep 2020
Self-Supervised Policy Adaptation during Deployment Nicklas Hansen Rishabh Jangir Yu Sun Guillem Alenyà Pieter Abbeel Alexei A. Efros Lerrel Pinto Xiaolong Wang 41 159 0 08 Jul 2020
Real-Time Video Inference on Edge Devices via Adaptive Model Streaming Mehrdad Khani Shirkoohi Pouya Hamadanian Arash Nasr-Esfahany Mohammad Alizadeh 28 44 0 11 Jun 2020
Knowledge Distillation: A Survey Jianping Gou B. Yu Stephen J. Maybank Dacheng Tao VLM 23 2,857 0 09 Jun 2020
Towards Streaming Perception Mengtian Li Yu-xiong Wang Deva Ramanan 22 5 0 21 May 2020
Interactive Video Stylization Using Few-Shot Patch-Based Training Ondrej Texler David Futschik Michal Kučera Ondrej Jamriska Sárka Sochorová Menglei Chai Sergey Tulyakov Daniel Sýkora VGen 14 80 0 29 Apr 2020
Neural Networks Are More Productive Teachers Than Human Raters: Active Mixup for Data-Efficient Knowledge Distillation from a Blackbox Model Dongdong Wang Yandong Li Liqiang Wang Boqing Gong 26 48 0 31 Mar 2020
Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods Daniel Y. Fu Mayee F. Chen Frederic Sala Sarah Hooper Kayvon Fatahalian Christopher Ré OffRL 34 111 0 27 Feb 2020
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 27 92 0 29 Sep 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 487 11,715 0 09 Mar 2017