Explanation of InternVL's high-resolution processing techniques
InternVL utilizes innovative Dynamic High Resolution Processing technology to intelligently process ultra-high resolution images. This technology processes images by automatically segmenting them into 448 x 448 chunks, eliminating the need for users to manually resize or pre-process images.
Specific implementation mechanisms: 1. Adaptive segmentation algorithm to maintain the complete information of the original image; 2. Cross-chunk feature fusion technology to ensure global consistency; 3. Efficient memory management strategy to optimize GPU resource usage. This enables InternVL to smoothly process 4K level HD images, which has unique advantages in professional fields such as art creation and satellite image analysis.
In practice, this technology allows users to directly upload the original resolution image, the system will automatically complete the optimization process, while maintaining the accuracy to significantly improve the processing efficiency, compared with the traditional way to save about 60% of manual intervention time.
This answer comes from the articleInternVL: Open Source Multimodal Large Model with Image, Video and Text Processing SupportThe
