Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference

6 December 2019

Tinne Tuytelaars

Papers citing "Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference"

35 / 35 papers shown

Title
Differentiable Channel Selection in Self-Attention For Person Re-Identification Yancheng Wang Nebojsa Jojic Yingzhen Yang 34 0 0 13 May 2025
Frequency-Adaptive Dilated Convolution for Semantic Segmentation Linwei Chen Lin Gu Ying Fu 47 24 0 08 Mar 2024
SpirDet: Towards Efficient, Accurate and Lightweight Infrared Small Target Detector Qianchen Mao Qiang Li Bingshu Wang Yongjun Zhang Tao Dai Fellow Ieee C.L. Philip Chen 45 4 0 08 Feb 2024
Object-Centric Diffusion for Efficient Video Editing Kumara Kahatapitiya Adil Karjauv Davide Abati Fatih Porikli Yuki M. Asano A. Habibian VGen 40 12 0 11 Jan 2024
PAUMER: Patch Pausing Transformer for Semantic Segmentation Evann Courdier Prabhu Teja Sivaprasad François Fleuret 50 2 0 01 Nov 2023
EffSeg: Efficient Fine-Grained Instance Segmentation using Structure-Preserving Sparsity Cédric Picron Tinne Tuytelaars ISeg 27 0 0 04 Jul 2023
Boosting Convolutional Neural Networks with Middle Spectrum Grouped Convolution Z. Su Jiehua Zhang Tianpeng Liu Zhen Liu Shuanghui Zhang M. Pietikäinen Li Liu 32 2 0 13 Apr 2023
Learning to Zoom and Unzoom Chittesh Thavamani Mengtian Li Francesco Ferroni Deva Ramanan 27 8 0 27 Mar 2023
A Dynamic Multi-Scale Voxel Flow Network for Video Prediction Xiaotao Hu Zhewei Huang Ailin Huang Jun Xu Shuchang Zhou VGen 40 69 0 17 Mar 2023
Adaptive Rotated Convolution for Rotated Object Detection Yifan Pu Yiru Wang Zhuofan Xia Yizeng Han Yulin Wang Weihao Gan Zidong Wang S. Song Gao Huang 28 77 0 14 Mar 2023
Learnable Heterogeneous Convolution: Learning both topology and strength Rongzhen Zhao Zhenzhi Wu Qikun Zhang 35 6 0 13 Jan 2023
Dynamic Grained Encoder for Vision Transformers Lin Song Songyang Zhang Songtao Liu Zeming Li Xuming He Hongbin Sun Jian Sun Nanning Zheng ViT 26 34 0 10 Jan 2023
Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling Keyu Tian Yi Jiang Qishuai Diao Chen Lin Liwei Wang Zehuan Yuan 36 101 0 09 Jan 2023
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Zhekai Zhang Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 42 45 0 03 Nov 2022
Latency-aware Spatial-wise Dynamic Networks Yizeng Han Zhihang Yuan Yifan Pu Chenhao Xue S. Song Guangyu Sun Gao Huang 60 25 0 12 Oct 2022
Spatial Pruned Sparse Convolution for Efficient 3D Object Detection Jianhui Liu Yukang Chen Xiaoqing Ye Zhuotao Tian Xiao Tan Xiaojuan Qi 3DPC 128 34 0 28 Sep 2022
DRESS: Dynamic REal-time Sparse Subnets Zhongnan Qu Syed Shakib Sarwar Xin Dong Yuecheng Li Huseyin Ekin Sumbul B. D. Salvo 3DH 23 1 0 01 Jul 2022
Switchable Representation Learning Framework with Self-compatibility Shengsen Wu Yan Bai Yihang Lou Xiongkun Linghu Jianzhong He Ling-yu Duan 27 1 0 16 Jun 2022
Spatial Attention-based Implicit Neural Representation for Arbitrary Reduction of MRI Slice Spacing Xin Wang Sheng Wang Honglin Xiong Kai Xuan Zixu Zhuang Mengjun Liu Zhenrong Shen Xiangyu Zhao Lichi Zhang Qian Wang 44 3 0 23 May 2022
Focal Sparse Convolutional Networks for 3D Object Detection Yukang Chen Yanwei Li Xinming Zhang Jian Sun Jiaya Jia 3DPC 54 201 0 26 Apr 2022
Adaptive Cross-Layer Attention for Image Restoration Yancheng Wang N. Xu Yingzhen Yang 34 3 0 04 Mar 2022
Borrowing from yourself: Faster future video segmentation with partial channel update Evann Courdier Franccois Fleuret 30 0 0 11 Feb 2022
Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks Fei Sun Minghai Qin Tianyun Zhang Xiaolong Ma Haoran Li Junwen Luo Zihao Zhao Yen-kuang Chen Yuan Xie 30 1 0 20 Dec 2021
AdaViT: Adaptive Tokens for Efficient Vision Transformer Hongxu Yin Arash Vahdat J. Álvarez Arun Mallya Jan Kautz Pavlo Molchanov ViT 37 320 0 14 Dec 2021
Self-supervised Feature-Gate Coupling for Dynamic Network Pruning Mengnan Shi Chang-rui Liu Jianbin Jiao QiXiang Ye 37 1 0 29 Nov 2021
A Review of the Gumbel-max Trick and its Extensions for Discrete Stochasticity in Machine Learning Iris A. M. Huijben W. Kool Max B. Paulus Ruud J. G. van Sloun 33 95 0 04 Oct 2021
FOVEA: Foveated Image Magnification for Autonomous Navigation Chittesh Thavamani Mengtian Li N. Cebron Deva Ramanan 38 32 0 27 Aug 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
Dynamic Resolution Network Mingjian Zhu Kai Han Enhua Wu Qiulin Zhang Ying Nie Zhenzhong Lan Yunhe Wang OOD 39 49 0 05 Jun 2021
Not All Images are Worth 16x16 Words: Dynamic Transformers for Efficient Image Recognition Yulin Wang Rui Huang S. Song Zeyi Huang Gao Huang ViT 35 189 0 31 May 2021
QueryDet: Cascaded Sparse Query for Accelerating High-Resolution Small Object Detection Chenhongyi Yang Zehao Huang Naiyan Wang ObjD 35 225 0 16 Mar 2021
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 54 116 0 25 Nov 2020
SegBlocks: Block-Based Dynamic Resolution Networks for Real-Time Segmentation Thomas Verelst Tinne Tuytelaars SSeg 12 16 0 24 Nov 2020
Third ArchEdge Workshop: Exploring the Design Space of Efficient Deep Neural Networks Fuxun Yu Dimitrios Stamoulis Di Wang Dimitrios Lymberopoulos Xiang Chen 3DV 27 1 0 22 Nov 2020
Dynamic Region-Aware Convolution Jin Chen Xijun Wang Zichao Guo Xinming Zhang Jian Sun 24 116 0 27 Mar 2020