Object Localization based on Structural SVM using Privileged Information
Authors: Jan Feyereisl, Suha Kwak, Jeany Son, Bohyung Han
NeurIPS 2014 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We apply the proposed algorithm to the Caltech-UCSD Birds 200-2011 dataset, and obtain encouraging results suggesting further investigation into the benefit of privileged information in structured prediction. We evaluate our method by learning to localize birds in the Caltech-UCSD Birds 200-2011 (CUB-2011) dataset and exploiting attributes and segmentation masks as privileged information in addition to standard visual features. |
| Researcher Affiliation | Academia | Jan Feyereisl, Suha Kwak , Jeany Son, Bohyung Han Dept. of Computer Science and Engineering, POSTECH, Pohang, Korea thefillm@gmail.com, {mercury3,jeany,bhhan}@postech.ac.kr Current affiliation: INRIA WILLOW Project, Paris, France; e-mail: suha.kwak@inria.fr |
| Pseudocode | Yes | Algorithm 1 Cutting plane method for solving Eq. (6) |
| Open Source Code | No | The paper does not explicitly provide a link to its source code or state that it will be made publicly available. |
| Open Datasets | Yes | Empirical evaluation of our method is performed on the Caltech-UCSD Birds 2011 (CUB-2011) [5] fine-grained categorization dataset. |
| Dataset Splits | Yes | As a validation set, 500 training images chosen at random from categories other than the ones used for training are used. |
| Hardware Specification | No | The paper does not provide specific details about the hardware used for running its experiments. |
| Software Dependencies | No | The paper mentions using 'bag-of-visual-words model based on Speeded Up Robust Features (SURF) [26]' but does not provide specific version numbers for any software libraries, frameworks, or programming languages used for implementation. |
| Experiment Setup | Yes | In all experiments we tune the hyperparameters C, λ and ρ on a 4 4 4 space spanning values [2 8, ..., 25]. |