The devil is in the details: an evaluation of recent feature encoding methods

  title={The devil is in the details: an evaluation of recent feature encoding methods},
  author={Ken Chatfield and Victor S. Lempitsky and Andrea Vedaldi and Andrew Zisserman},
A large number of novel encodings for bag of visual words models have been proposed in the past two years to improve on the standard histogram of quantized local features. Examples include locality-constrained linear encoding [23], improved Fisher encoding [17], super vector encoding [27], and kernel codebook encoding [20]. While several authors have reported very good results on the challenging PASCAL VOC classification data by means of these new techniques, differences in the feature… CONTINUE READING
Highly Influential
This paper has highly influenced 86 other papers. REVIEW HIGHLY INFLUENTIAL CITATIONS
Highly Cited
This paper has 981 citations. REVIEW CITATIONS


Publications citing this paper.
Showing 1-10 of 596 extracted citations

981 Citations

Citations per Year
Semantic Scholar estimates that this publication has 981 citations based on the available data.

See our FAQ for additional information.


Publications referenced by this paper.
Showing 1-10 of 31 references

Similar Papers

Loading similar papers…