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DCGAN-winter-landscapes-64x64
Nininkkka/DCGAN-winter-landscapes-64x64
DCGAN-winter-landscapes-64x64 is a unconditional image generation model from Nininkkka. Use it for the unconditional image generation task on the model card, and read the license before you ship it in a product. The card lists the license as cc-by-nc-sa-4.0.
A DCGAN trained from scratch on a custom 64x64 winter landscape dataset. The model generates unique scenery including daytime landscapes, dusk, and night scenes with realistic sky gradients.
Access
Public
Updated Sep 17, 2026
Repo size
14.9 MB
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1
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Repo makeup
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At a glance
- Task
- Unconditional Image Generation
- License
- cc-by-nc-sa-4.0
- Access
- Public
- Created
- Jul 16, 2026
- Updated
- Sep 17, 2026
- SHA
- 82238157
Model card
From the Hugging Face model README
DCGAN Winter Landscape Generator (64x64)
A DCGAN trained from scratch on a custom 64x64 winter landscape dataset. The model generates unique scenery including daytime landscapes, dusk, and night scenes with realistic sky gradients.
The training dataset is owned by the author and is licensed under CC-BY-NC-4.0.
Model Architecture
- Generator:
ConvTranspose2d, BatchNorm, ReLU, ending withTanh. - Discriminator: LeakyReLU, BatchNorm, Sigmoid output.
- Latent Dimension:
100 - Resolution:
64x64
Training & Evaluation
Trained for 100 epochs using PyTorch:
- Optimizer: Adam (
beta1 = 0.5) - Batch Size: 128
- Learning Rate: Dynamic scaling (
lr = lr * (batch_size / 32)) - Label Smoothing:
0.9for real labels.
Final Losses (Epoch 100):
| Metric | Score |
|---|---|
| Discriminator Loss | 0.2978 |
| Generator Loss | 2.9600 |
Interactive Demo
Try it in your browser: Gradio Space
- Task
- Unconditional Image Generation
- License
- cc-by-nc-sa-4.0
- Languages
- en, ru
- Created
- Jul 16, 2026
- Updated
- Sep 17, 2026