Beginner score
55/100
Competition workspace
适合全日制普通高等教育在校学生，且有目标检测与 PaddlePaddle 模型部署经验的人；线上可个人或最多 5 人组队，但代表学校进入线下分区赛的队伍名额有限。尤其适合希望围绕农场场景的 20 类目标识别，完成可运行推理交付物的学生团队。
Suggested next step
Decide whether this contest fits your current stage before you sink time into the leaderboard.
Beginner score
55/100
Learning value
58/100
Estimated effort
10-30 hours
Metric
Official scoring is described within th…
适合全日制普通高等教育在校学生，且有目标检测与 PaddlePaddle 模型部署经验的人；线上可个人或最多 5 人组队，但代表学校进入线下分区赛的队伍名额有限。尤其适合希望围绕农场场景的 20 类目标识别，完成可运行推理交付物的学生团队。
Taken from the competition's official page.
Official QQ group for competition technical questions
Platform-provided test image path list
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
PaddlePaddle 推理部署
目标检测
F1-score 与 IoU
Python 3.10
JSON 结果生成
GPU 推理优化
The real friction is usually not library usage. It is validation, time allocation, and task framing.
核心难点是同时满足检测精度和端到端速度约束：前处理、推理、后处理合计必须达到 20 FPS，否则直接记 0 分。还需把模型、推理脚本和依赖整理成指定的 submission.zip，在固定 PaddlePaddle、Python 3.10 与 V100 环境中正确生成 result.json。
This guide is the best pre-read if you want a cleaner start instead of trial-and-error.
A simple framework for choosing a competition that teaches instead of overwhelming you.
How to Choose Your First AI CompetitionUse these fields to make a quick decision before you dive deeper.
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Rules, files, submission details, and the live deadline still come from the official page.
These competitions share a similar domain or difficulty level.
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Official metric is not published on the Baidu AI Studio competition listing; verify scoring on the competition page.