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Online Model Distillation for Efficient Video Inference
v1v2 (latest)

Online Model Distillation for Efficient Video Inference

6 December 2018
Ravi Teja Mullapudi
Steven Chen
Keyi Zhang
Deva Ramanan
Kayvon Fatahalian
    VGen
ArXiv (abs)PDFHTML

Papers citing "Online Model Distillation for Efficient Video Inference"

50 / 66 papers shown
Title
Legilimens: Performant Video Analytics on the System-on-Chip Edge
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
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
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
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
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
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
Improving Zero-shot Generalization of Learned Prompts via Unsupervised Knowledge Distillation
Marco Mistretta
Alberto Baldrati
Marco Bertini
Andrew D. Bagdanov
VPVLMVLM
92
8
0
03 Jul 2024
Federated Graph Semantic and Structural Learning
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
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
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
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
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
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
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
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
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)
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
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
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
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
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
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
Test-Time Training on Video Streams
Renhao Wang
Yu Sun
Yossi Gandelsman
Xinlei Chen
Alexei A. Efros
Alexei A. Efros
Xiaolong Wang
TTAViT3DGS
153
21
0
11 Jul 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts
Jian Liang
Ran He
Tien-Ping Tan
OODVLMTTA
138
242
0
27 Mar 2023
Moby: Empowering 2D Models for Efficient Point Cloud Analytics on the
  Edge
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Hand-Object Contact Consistency Reasoning for Human Grasps Generation
Hanwen Jiang
Shaowei Liu
Jiashun Wang
Xiaolong Wang
97
181
0
07 Apr 2021
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