MaxPair: enhance OpenCL concurrent kernel execution by weighted maximum matching

Y Wen, MFP O'Boyle, C Fensch - Proceedings of the 11th workshop on …, 2018 - dl.acm.org
… on how to schedule workloads to share GPU by multiple concurrent workloads efficiently. …
to a graph matching problem, we adopt maximum weight graph matching algorithm. We …

Context-dependent kernel design for object matching and recognition

H Sahbi, JY Audibert, J Rabarisoa… - 2008 IEEE Conference …, 2008 - ieeexplore.ieee.org
kernel and we show that this kernel satisfies the Mercer condition so we can use it for support
vector machine training and other kernel … The pyramid match kernel: Efficient learning with …

Scalable similarity search with optimized kernel hashing

J He, W Liu, SF Chang - Proceedings of the 16th ACM SIGKDD …, 2010 - dl.acm.org
efficient codes for large scale data of general formats with any kernel function, including
kernels … graph data; pyramid matching and spatial pyramid matching kernels [24] are proposed …

Efficient classification for additive kernel SVMs

S Maji, AC Berg, J Malik - IEEE transactions on pattern analysis …, 2012 - ieeexplore.ieee.org
… SVMs (henceforth referred to as IKSVMs) have become popular with the introduction of
pyramid match kernel [20] and spatial pyramid match kernel [32] for object detection and image …

Efficient algorithms for kernel aggregation queries

TN Chan, R Cheng, ML Yiu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… additive kernel functions, we further develop the novel and effective bound functions to efficiently
evaluate the kernel … search, pattern matching, and kernel methods for machine learning. …

Sparse kernel approximations for efficient classification and detection

A Vedaldi, A Zisserman - 2012 IEEE Conference on Computer …, 2012 - ieeexplore.ieee.org
… We give a method to compute sparse features for arbitrary kernels, … kernel and extending
it to arbitrary additive kernels. We show that bundle optimisation methods can handle efficiently

Fast kernel learning for spatial pyramid matching

J He, SF Chang, L Xie - 2008 IEEE Conference on Computer …, 2008 - ieeexplore.ieee.org
… One unique contribution of our approach is the novel formulation of kernel matrix learning
problem leading to an efficient quadratic programming solution, with much lower complexity …

Subgraph matching kernels for attributed graphs

N Kriege, P Mutzel - arXiv preprint arXiv:1206.6483, 2012 - arxiv.org
… the subgraph matching kernel we extend the approach by means of a weighted product
graph, where vertices and edges are annotated with the values of κV and κE, respectively. Each …

Efficient match kernel in fine-grained image categorization

L Zhang, Y Cao, X Xiang… - Proceeding of the 11th …, 2014 - ieeexplore.ieee.org
… , CUB-200, we combine Efficient match kernel (EMK) with the … can also be viewed as kernel
matching approach, EMK digs … verify the effectiveness of efficient matching kernel (EMK) for …

Efficient matching of pictorial structures

PF Felzenszwalb… - … IEEE Conference on …, 2000 - ieeexplore.ieee.org
… the development of an efficient matching algorithm for a natural … match costs are computed
using a convolution kernel composed of a “match” rectangle embedded in a larger “no match