CVAIJun 30, 2015

A Large-Scale Car Dataset for Fine-Grained Categorization and Verification

arXiv:1506.08959v2866 citations
Originality Synthesis-oriented
AI Analysis

This provides a new dataset for researchers in computer vision and surveillance, but it is incremental as it builds on existing data collection efforts.

The paper tackles the problem of fine-grained car categorization and verification by introducing a large-scale dataset, with preliminary experiment results provided for classification on surveillance data.

Updated on 24/09/2015: This update provides preliminary experiment results for fine-grained classification on the surveillance data of CompCars. The train/test splits are provided in the updated dataset. See details in Section 6.

Code Implementations3 repos
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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