Core Viewpoint - The CVPR has introduced a pilot program called the "Compute Resource Report Form (CRF)" to enhance transparency and fairness in AI research by requiring authors to report the computational resources used in their studies starting from CVPR2026 [2][4]. Group 1: CRF Implementation - All paper submitters must provide a detailed report of the computational resources used, including GPU and CPU usage, training time, and model efficiency [7]. - Submission of the CRF is mandatory but will not affect the paper acceptance decision, as the data will be reviewed by an independent committee [6][16]. - The CRF requires basic information about hardware, computation time, and performance results compared to the strongest benchmarks [7][31]. Group 2: Recognition Awards - Papers demonstrating outstanding computational efficiency and/or transparency may qualify for recognition awards, including the Efficient CVPR Badge, CVPR Compute Star Award, and CVPR Compute Transparency Champion Award [9][10]. - Awards will be evaluated based on objective metrics and will ensure fair assessment across similar task categories [10][27]. Group 3: Submission Process - Authors are encouraged to review a pre-filled example form to understand how to complete each section of the CRF [11][19]. - The completion of the mandatory sections typically takes 10-15 minutes, while optional sections may require additional time [28]. - Authors should save the original PDF of the filled form without flattening it to retain the necessary data fields for processing [12][20]. Group 4: FAQs and Clarifications - The CRF aims to provide insights into the actual computational costs of different methods and is a transparency experiment rather than a judgment mechanism [15][18]. - High computational resource usage will not incur penalties, as significant advancements often require substantial resources [17]. - The submission of anonymized Weights & Biases logs is optional but can enhance the chances of receiving recognition awards [26].