Search Results for "benchmark"

BasicSR is a deep learning framework designed for advanced video restoration tasks such as video super-resolution, deblurring, and denoising. Unlike single-image restoration models, EDVR addresses the temporal dimension by aligning multiple video frames using deformable convolutional layers in a coarse-to-fine manner, allowing it to effectively handle large motion and complex scene dynamics. The architecture includes bespoke modules (e.g., Pyramid, Cascading and Deformable alignment and...

...The repository provides a complete pipeline for video-level and frame-level modeling using TensorFlow, including data reading, model training, evaluation, and inference. It was developed to support the YouTube-8M Video Understanding Challenge (hosted on Kaggle and featured at ICCV 2019), enabling researchers and practitioners to benchmark video classification models on large-scale datasets with over millions of labeled videos. The code demonstrates how to process frame-level features, train logistic and deep learning models, evaluate them using metrics like global Average Precision (gAP) and mean Average Precision (mAP), and export trained models for MediaPipe inference.

...Efficient implementations keep memory and compute manageable so the blocks can be added without rewriting the entire backbone. The result is a practical, drop-in mechanism for upgrading purely local video models into context-aware networks with strong benchmark performance.

Do you worry if Fraps (or other computer video capture tool) is giving you accurate colors? Do you wish you had some kind of standard, recordable (DirectX 9) source with known colors? Well, you're in luck, that's just what this is. **NOTE: monitor calibration software is known to alter capture colors** See the first screenshot for a guide to what's in this test pattern. It also includes some rare & unusual utilities; see below.

Fraps has the ability to tell us the amount of time each frame took to display. With this program, it becomes easy to view this information as a chart, in overview or in fine detail. Hopefully this will help the Fraps user community to spot troublesome hardware or software setups.

h264 Decoder optimized for exposing ILP to the VEX (VLIW Example) system.