RESIDE-6K

RESIDE-6K

Datasets

RESIDE-6K

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RESIDE-6K

Use Case

RESIDE-6K

Description

Explore the RESIDE-6K dataset with 6,000 training and 1,000 testing hazy-to-clear image pairs, featuring indoor and outdoor scenes. Perfect for benchmarking and advancing image dehazing algorithms.

RESIDE-6K

Description:

The RESIDE-6K dataset, a subset of the RESIDE collection, features 6,000 hazy-to-clear image pairs for training and 1,000 for testing, covering indoor and outdoor scenes. Ideal for benchmarking dehazing algorithms, it provides high-quality, aligned image pairs for research in image restoration and enhancement.

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The RESIDE-6K dataset is a subset of the RESIDE (REalistic Single Image DEhazing) dataset, specifically organized by the creators of DehazeFormer. It provides an excellent benchmark for researchers and developers focusing on image dehazing algorithms.

Dataset Overview:

  • Image Pairs: Each hazy image is paired with its corresponding haze-free ground truth.
  • Training Data: 6,000 image pairs, including:
    • Indoor Training Set (ITS): 3,000 image pairs.
    • Outdoor Training Set (OTS): 3,000 image pairs.
    • All images are resized to 400×400 pixels.
  • Testing Data: 1,000 image pairs, equally split:
    • 500 indoor scenes.
    • 500 outdoor scenes.
    • No resizing applied to testing images.

Key Features:

  1. High-Quality Pairs: Accurate alignment of hazy and ground truth images for precise dehazing model evaluation.
  2. Diverse Scenarios: Balanced dataset with both indoor and outdoor environments for a comprehensive analysis.
  3. Standardized Dimensions: Training images resized to 400×400 pixels for consistency.

Applications:

  • Training and benchmarking image dehazing models.
  • Enhancing visibility in computer vision tasks like object detection, scene segmentation, and surveillance.
  • Improving real-world applications in photography, autonomous driving, and aerial imagery.

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