A natural photo, the background is beach, sand, treeThe ruins of a terrible war, 4kIn the field, strong afternoon light, 4k
–Neural Information Processing Systems
We introduce a model named DreamLight for universal image relighting in this work, which can seamlessly composite subjects into a new background while maintaining aesthetic uniformity in terms of lighting and color tone. The background can be specified by natural images (image-based relighting) or generated from unlimited text prompts (text-based relighting). Existing studies primarily focus on image-based relighting, while with scant exploration into text-based scenarios. Some works employ intricate disentanglement pipeline designs relying on environment maps to provide relevant information, which grapples with the expensive data cost required for intrinsic decomposition and light source. Other methods take this task as an image translation problem and perform pixel-level transformation with autoencoder architecture.
Neural Information Processing Systems
Jun-16-2026, 04:13:11 GMT
- Genre:
- Research Report > Experimental Study (1.00)
- Technology:
- Information Technology > Artificial Intelligence
- Vision (1.00)
- Natural Language (1.00)
- Machine Learning > Neural Networks (1.00)
- Information Technology > Artificial Intelligence