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DeltaCNN: End-to-End CNN Inference of Sparse Frame Differences in Videos
v1v2 (latest)

DeltaCNN: End-to-End CNN Inference of Sparse Frame Differences in Videos

Computer Vision and Pattern Recognition (CVPR), 2022
8 March 2022
Mathias Parger
Chengcheng Tang
Christopher D. Twigg
Cem Keskin
Robert Y. Wang
M. Steinberger
ArXiv (abs)PDFHTML

Papers citing "DeltaCNN: End-to-End CNN Inference of Sparse Frame Differences in Videos"

13 / 13 papers shown
DeltaLLM: A Training-Free Framework Exploiting Temporal Sparsity for Efficient Edge LLM Inference
DeltaLLM: A Training-Free Framework Exploiting Temporal Sparsity for Efficient Edge LLM Inference
Jiawen Qi
Chang Gao
Zhaochun Ren
Qinyu Chen
161
2
0
25 Jul 2025
ReFrame: Layer Caching for Accelerated Inference in Real-Time Rendering
ReFrame: Layer Caching for Accelerated Inference in Real-Time Rendering
Lufei Liu
Tor M. Aamodt
178
0
0
14 Jun 2025
SparseTem: Boosting the Efficiency of CNN-Based Video Encoders by Exploiting Temporal Continuity
SparseTem: Boosting the Efficiency of CNN-Based Video Encoders by Exploiting Temporal Continuity
Kaidi Wang
Shuo Yang
Shuo Yang
Wenchao Ding
Quan Chen
Chen Chen
Minyi Guo
164
0
0
28 Oct 2024
Energy-Efficient & Real-Time Computer Vision with Intelligent Skipping
  via Reconfigurable CMOS Image Sensors
Energy-Efficient & Real-Time Computer Vision with Intelligent Skipping via Reconfigurable CMOS Image Sensors
Md. Abdullah-Al Kaiser
Sreetama Sarkar
Peter A. Beerel
Akhilesh R. Jaiswal
Gourav Datta
239
4
0
25 Sep 2024
Accelerated Event-Based Feature Detection and Compression for
  Surveillance Video Systems
Accelerated Event-Based Feature Detection and Compression for Surveillance Video SystemsACM SIGMM Conference on Multimedia Systems (MMSys), 2023
Andrew C. Freeman
Ketan Mayer-Patel
Montek Singh
182
8
0
13 Dec 2023
Context-Aware Iteration Policy Network for Efficient Optical Flow
  Estimation
Context-Aware Iteration Policy Network for Efficient Optical Flow EstimationAAAI Conference on Artificial Intelligence (AAAI), 2023
Ri Cheng
Ruian He
Xuhao Jiang
Shili Zhou
Weimin Tan
Bo Yan
345
1
0
12 Dec 2023
Sparse and Privacy-enhanced Representation for Human Pose Estimation
Sparse and Privacy-enhanced Representation for Human Pose EstimationBritish Machine Vision Conference (BMVC), 2023
Ting-Ying Lin
Lin-Yung Hsieh
Fu-En Wang
Wen-Shen Wuen
Min Sun
3DH
153
3
0
18 Sep 2023
Eventful Transformers: Leveraging Temporal Redundancy in Vision
  Transformers
Eventful Transformers: Leveraging Temporal Redundancy in Vision TransformersIEEE International Conference on Computer Vision (ICCV), 2023
Matthew Dutson
Yin Li
M. Gupta
ViT
249
17
0
25 Aug 2023
ResQ: Residual Quantization for Video Perception
ResQ: Residual Quantization for Video PerceptionIEEE International Conference on Computer Vision (ICCV), 2023
Davide Abati
H. Yahia
Markus Nagel
A. Habibian
MQ
215
3
0
18 Aug 2023
EvConv: Fast CNN Inference on Event Camera Inputs For High-Speed Robot
  Perception
EvConv: Fast CNN Inference on Event Camera Inputs For High-Speed Robot Perception
Sankeerth Durvasula
Yushi Guan
Nandita Vijaykumar
142
0
0
08 Mar 2023
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion
  Models
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion ModelsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Zhekai Zhang
Ji Lin
Chenlin Meng
Stefano Ermon
Song Han
Jun-Yan Zhu
DiffM
496
61
0
03 Nov 2022
MotionDeltaCNN: Sparse CNN Inference of Frame Differences in Moving
  Camera Videos
MotionDeltaCNN: Sparse CNN Inference of Frame Differences in Moving Camera VideosIEEE International Conference on Computer Vision (ICCV), 2022
Mathias Parger
Chengcheng Tang
Thomas Neff
Christopher D. Twigg
Cem Keskin
Robert Y. Wang
M. Steinberger
248
10
0
18 Oct 2022
Event Neural Networks
Event Neural Networks
Matthew Dutson
Yin Li
M. Gupta
205
10
0
02 Dec 2021
1