Bilinear CNN models for fine-grained visual recognition

TY Lin, A RoyChowdhury, S Maji - Proceedings of the IEEE …, 2015 - cv-foundation.org
We propose bilinear models, a recognition architecture that consists of two feature extractors
whose outputs are multiplied using outer product at each location of the image and pooled …

Factors of transferability for a generic convnet representation

H Azizpour, AS Razavian, J Sullivan… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
Evidence is mounting that Convolutional Networks (ConvNets) are the most effective
representation learning method for visual recognition tasks. In the common scenario, a …

Multiple granularity descriptors for fine-grained categorization

D Wang, Z Shen, J Shao, W Zhang… - Proceedings of the …, 2015 - openaccess.thecvf.com
Fine-grained categorization, which aims to distinguish subordinate-level categories such as
bird species or dog breeds, is an extremely challenging task. This is due to two main issues …

Fine-grained pose prediction, normalization, and recognition

N Zhang, E Shelhamer, Y Gao, T Darrell - arXiv preprint arXiv:1511.07063, 2015 - arxiv.org
Pose variation and subtle differences in appearance are key challenges to fine-grained
classification. While deep networks have markedly improved general recognition, many …

Fused one-vs-all features with semantic alignments for fine-grained visual categorization

X Zhang, H Xiong, W Zhou… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Fine-grained visual categorization is an emerging research area and has been attracting
growing attention recently. Due to the large inter-class similarity and intra-class variance, it is …

Bilinear CNNs for fine-grained visual recognition

TY Lin, A RoyChowdhury, S Maji - arXiv preprint arXiv:1504.07889, 2015 - arxiv.org
We present a simple and effective architecture for fine-grained visual recognition called
Bilinear Convolutional Neural Networks (B-CNNs). These networks represent an image as a …

Split grammar evolution for procedural modeling of virtual buildings

FCM Rodrigues, JBC Neto… - 2015 XVII Symposium on …, 2015 - ieeexplore.ieee.org
Procedural modelling has been successfully applied to the automatic building generation
problem. Among several techniques proposed to tackle the problem of procedural building …

[图书][B] Visual Representations for Fine-grained Categorization

N Zhang - 2015 - search.proquest.com
In contrast to basic-level object recognition, fine-grained categorization aims to distinguish
between subordinate categories, such as different animal breeds or species, plant species …

[PDF][PDF] cvpaper. challenge in CVPR2015 CVPR2015 のまとめ

片岡裕雄, 宮下侑大, 山辺智晃… - 電子情報通信学会 …, 2015 - hirokatsukataoka.net
あらまし cvpaper. challenge は産総研・東京電機大学・筑波大学のメンバーで構成される合同
グループであり, コンピュータビジョンやパターン認識分野の論文を体系的にまとめることを目的として …