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  3. IEEE AICAS 2026 Grand Challenge - 端侧VLM推理FPGA软硬件系统设计赛道

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TianchiLLMAdvancedRegistration unverifiedRegistration unverified

IEEE AICAS 2026 Grand Challenge - 端侧VLM推理FPGA软硬件系统设计赛道

Learners comfortable reading Chinese problem statements who want industry or algorithm challenges on Tianchi.

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Suggested next step

Decide whether this contest fits your current stage before you sink time into the leaderboard.

Beginner score

22/100

Higher means a safer real starting point for your current stage.

Learning value

76/100

Measures whether the competition teaches habits you can transfer elsewhere.

Estimated effort

20-50 hours

Use this to check whether the task fits your current time budget.

Metric

Official scoring is published on the Ti…

If you cannot explain this metric clearly yet, you probably still need a bit of prep.

Who this competition fits

Learners comfortable reading Chinese problem statements who want industry or algorithm challenges on Tianchi.

Official blurb (unedited)
VLM正在改变人机交互,但在边缘端部署面临算力与功耗挑战。本赛道聚焦轻量化开源模型SmolVLM2,旨在利用FPGA硬件加速能力,在KV260平台上设计专用计算架构。通过软硬件协同优化,挖掘模型性能极限,为视觉语言模型在真实场景的落地提供高效的端侧解决方案。 Official category: AI Large Model Competition (AI大模型赛). Official tags: 大语言模型, 多模态. Teams entered: 205.

Prep before joining

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Python basics

Transformer or LLM workflow basics

prompting or evaluation workflow

competition submission workflow

Where the real difficulty shows up

The real friction is usually not library usage. It is validation, time allocation, and task framing.

Task framing, data access, and evaluation details live mainly on the official page and may require careful reading.

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Your decision

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Status
Registration unverified
Registration
Registration unverified
Eligibility
Needs official confirmation
Event timeline
Event ends · Jun 6, 2026
Reward
CUR1 3,550
Compute
Single GPU
Official metric
Official scoring is published on the Tianchi competition page.
Verification
Source page verified

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Data and review state

Separate what is confirmed from what still needs review. Official rules and deadlines win — report anything that looks wrong.

Source page verifiedMetric confirmedReviewed
Source published
Feb 2, 2026
Published on this site
Jul 18, 2026

Official metric is not published on the Tianchi competition listing; scoring rules should be verified on the competition page.

This record is a track under a Tianchi series competition; prize amounts may be series-level totals.