mlsanityData to 7 Oct 2026

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

arXiv 1506.08959 ↗First posted 30 Jun 2015cs.CV cs.AIcited by 129

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Abstract (arXiv)

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.

Key facts. Cited by 129 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Jun 2015.

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Citing papers per year: 2021: 24; 2022: 33; 2023: 28; 2024: 23; 2025: 12; 2026: 9.

129 papers.

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  1. 2021StyleNeRF: A Style-based 3D-Aware Generator for High-resolution Image Synthesiscited by 477
  2. 2023Text2Tex: Text-driven Texture Synthesis via Diffusion Modelscited by 234
  3. 2022Fine-tuning Global Model via Data-Free Knowledge Distillation for Non-IID Federated Learningcited by 172
  4. 2021Benchmarking Representation Learning for Natural World Image Collectionscited by 167
  5. 20213D-aware Image Synthesis via Learning Structural and Textural Representationscited by 109
  6. 2022GIRAFFE HD: A High-Resolution 3D-aware Generative Modelcited by 86
  7. 2022Texturify: Generating Textures on 3D Shape Surfacescited by 65
  8. 20223DDesigner: Towards Photorealistic 3D Object Generation and Editing with Text-guided Diffusion Modelscited by 57
  9. 2021GiT: Graph Interactive Transformer for Vehicle Re-identificationcited by 49
  10. 2023A Survey on Few-Shot Class-Incremental Learningcited by 48
  11. 2021Self-Supervised Learning Disentangled Group Representation as Featurecited by 47
  12. 2021INTERN: A New Learning Paradigm Towards General Visioncited by 33
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  1. 2021Webly Supervised Fine-Grained Recognition: Benchmark Datasets and An Approachcited by 32
  2. 2023VQ3D: Learning a 3D-Aware Generative Model on ImageNetcited by 32
  3. 2024SubjectDrive: Scaling Generative Data in Autonomous Driving via Subject Controlcited by 32
  4. 2023Mesh2Tex: Generating Mesh Textures from Image Queriescited by 31
  5. 2022Share With Thy Neighbors: Single-View Reconstruction by Cross-Instance Consistencycited by 26
  6. 2021Heterogeneous Relational Complement for Vehicle Re-identificationcited by 25
  7. 2023GINA-3D: Learning to Generate Implicit Neural Assets in the Wildcited by 25
  8. 2023AI-Generated Content (AIGC) for Various Data Modalities: A Surveycited by 25
  9. 2022Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergycited by 20
  10. 2024EASI-Tex: Edge-Aware Mesh Texturing from Single Imagecited by 20
  11. 2022Graph-Relational Domain Adaptationcited by 19
  12. 2023Domain-Indexing Variational Bayes: Interpretable Domain Index for Domain Adaptationcited by 19
  13. 2021LARGE: Latent-Based Regression through GAN Semanticscited by 17
  14. 2021DVM-CAR: A large-scale automotive dataset for visual marketing research and applicationscited by 17
  15. 2022A Survey on Deep Generative 3D-aware Image Synthesiscited by 16
  16. 2023MagicFusion: Boosting Text-to-Image Generation Performance by Fusing Diffusion Modelscited by 16
  17. 2023ShapeClipper: Scalable 3D Shape Learning from Single-View Images via Geometric and CLIP-based Consistencycited by 16
  18. 2022MemSAC: Memory Augmented Sample Consistency for Large Scale Unsupervised Domain Adaptationcited by 15
  19. 2021An overview of mixing augmentation methods and augmentation strategiescited by 14
  20. 2022Deep Learning Serves Traffic Safety Analysis: A Forward-looking Reviewcited by 13
  21. 2022Self-Taught Metric Learning without Labelscited by 13
  22. 2024Continual Learning Using a Kernel-Based Method Over Foundation Modelscited by 13
  23. 2022Exploring Fine-Grained Audiovisual Categorization with the SSW60 Datasetcited by 12
  24. 2022Improving Fine-Grained Visual Recognition in Low Data Regimes via Self-Boosting Attention Mechanismcited by 12
  25. 2024Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentationcited by 12
  26. 2022GrainSpace: A Large-scale Dataset for Fine-grained and Domain-adaptive Recognition of Cereal Grainscited by 9
  27. 2023TUVF: Learning Generalizable Texture UV Radiance Fieldscited by 9
  28. 2021Unsupervised Novel View Synthesis from a Single Imagecited by 8
  29. 2021Robust outlier detection by de-biasing VAE likelihoodscited by 8
  30. 2022DREAM: A Dynamic Scheduler for Dynamic Real-time Multi-model ML Workloadscited by 8
  31. 2023DAVA: Disentangling Adversarial Variational Autoencodercited by 8
  32. 2023NaviNeRF: NeRF-based 3D Representation Disentanglement by Latent Semantic Navigationcited by 8
  33. 2023Sanity checks for patch visualisation in prototype-based image classificationcited by 8
  34. 2023BallGAN: 3D-aware Image Synthesis with a Spherical Backgroundcited by 7
  35. 2023Structural Information Guided Multimodal Pre-training for Vehicle-centric Perceptioncited by 7
  36. 2024UrbanCAD: Towards Highly Controllable and Photorealistic 3D Vehicles for Urban Scene Simulationcited by 7
  37. 2025AnaCP: Toward Upper-Bound Continual Learning via Analytic Contrastive Projectioncited by 7
  38. 2021Trends in Vehicle Re-identification Past, Present, and Future: A Comprehensive Reviewcited by 6

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