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README.md
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---
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license: mit
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---
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---
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license: mit
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pretty_name: "Classic Cars"
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tags: ["image", "computer-vision", "cars", "classic-cars", "high-resolution", "europe", "us"]
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task_categories: ["image-classification"]
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language: ["en"]
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configs:
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- config_name: default
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data_files: "preview/**/*.arrow"
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features:
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- name: image
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dtype: image
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- name: unique_id
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dtype: string
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- name: width
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dtype: int32
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- name: height
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dtype: int32
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- name: original_file_format
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dtype: string
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- name: image_mode_on_disk
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dtype: string
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- config_name: train
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data_files: "train/**/*.arrow"
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features:
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- name: image
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dtype: image
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- name: unique_id
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dtype: string
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- name: width
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dtype: int32
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- name: height
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dtype: int32
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- name: image_mode_on_disk
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dtype: string
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- name: original_file_format
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dtype: string
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---
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# Classic Cars
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High resolution image subset from the Aesthetic-Train-V2 dataset, contains both classic and older generation cars mostly from the US and Europe.
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## Dataset Details
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* **Curator:** Roscosmos
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* **Version:** 1.0.0
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* **Total Images:** 660
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* **Average Image Size (on disk):** ~5.7 MB compressed
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* **Primary Content:** Classic cars.
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* **Standardization:** All images are standardized to RGB mode and saved at 95% quality for consistency.
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## Dataset Creation & Provenance
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### 1. Original Master Dataset
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This dataset is a subset derived from:
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**`zhang0jhon/Aesthetic-Train-V2`**
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* **Link:** https://huggingface.co/datasets/zhang0jhon/Aesthetic-Train-V2
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* **Providence:** Large-scale, high-resolution image dataset, refer to its original dataset card for full details.
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* **Original License:** MIT
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### 2. Iterative Curation Methodology
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CLIP retrieval / manual curation.
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### Who are the source data producers?
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* Original Dataset Creators: Refer to the original dataset card.
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* Curator and Refiner: Roscosmos
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## Dataset Structure & Content
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This dataset is organized into two primary splits:
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* **`train` split:** Contains the full, high-resolution image data and associated metadata. This is the recommended split for model training and full data analysis.
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* **`preview` split:** Contains a small, random subset of images from the `train` split. The images in this split are downsampled and re-compressed to be **viewer-compatible** on the Hugging Face Hub. This split is intended for quick browsing and previewing directly in your web browser.
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Each example (row) in both splits contains the following fields:
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* `image`: The actual image data. In the `train` split, this is full-resolution. In the `preview` split, this is a viewer-compatible version.
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* `unique_id`: A unique identifier assigned to each image.
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* `width`: The width of the image in pixels (from the full-resolution image).
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* `height`: The height of the image in pixels (from the full-resolution image).
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## Usage
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To download and load this dataset from the Hugging Face Hub:
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```python
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from datasets import load_dataset
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# To load the full, high-resolution dataset (recommended for training):
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dataset_full = load_dataset("ROSCOSMOS/Classic_Cars", split="train")
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# To load the smaller, viewer-compatible preview dataset for quick browsing:
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dataset_preview = load_dataset("ROSCOSMOS/Classic_Cars", split="preview")
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print("Full Dataset (train split):", dataset_full)
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print("Preview Dataset (preview split):", dataset_preview)
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# You can then access individual examples, e.g., dataset_full[0]
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# The 'image' column will contain PIL Image objects.
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```
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## Citation
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```bibtex
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@inproceedings{zhang2025diffusion4k,
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title={Diffusion-4K: Ultra-High-Resolution Image Synthesis with Latent Diffusion Models},
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author={Zhang, Jinjin and Huang, Qiuyu and Liu, Junjie and Guo, Xiefan and Huang, Di},
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year={2025},
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booktitle={IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
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}
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@misc{zhang2025ultrahighresolutionimagesynthesis,
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title={Ultra-High-Resolution Image Synthesis: Data, Method and Evaluation},
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author={Zhang, Jinjin and Huang, Qiuyu and Liu, Junjie and Guo, Xiefan and Huang, Di},
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year={2025},
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note={arXiv:2506.01331},
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}
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```
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## Disclaimer and Bias Considerations
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Please consider any inherent biases from the original dataset and those potentially introduced by the automated filtering (e.g., CLIP's biases) and manual curation process.
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## Contact
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N/A
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preview/data-00000-of-00001.arrow
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