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Official Amap technology account showcasing all of Amap's technical innovations.

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Amap Tech
Amap Tech
Aug 28, 2025 · Artificial Intelligence

How AI Powers Real‑Time Bus and Subway Predictions in Smart Cities

This article explores how Gaode leverages AI and large‑scale spatio‑temporal pre‑training to transform uncertain urban transit into reliable, real‑time bus and subway predictions, detailing technical challenges, model architectures, and user‑focused features that enhance daily commuting.

Gaodepredictionpublic transportation
0 likes · 7 min read
How AI Powers Real‑Time Bus and Subway Predictions in Smart Cities
Amap Tech
Amap Tech
Aug 18, 2025 · Artificial Intelligence

How Omni-Effects Enables Spatially Controllable Multi‑VFX Generation with LoRA‑MoE

Omni-Effects introduces a unified framework that combines LoRA‑based expert mixture models and spatially aware prompts to generate multiple, precisely placed visual effects in video, supported by the new Omni‑VFX dataset and evaluation suite, demonstrating superior spatial control and diversity over prior single‑effect methods.

AILoRAcomputer graphics
0 likes · 8 min read
How Omni-Effects Enables Spatially Controllable Multi‑VFX Generation with LoRA‑MoE
Amap Tech
Amap Tech
Aug 7, 2025 · Artificial Intelligence

Boosting Codebase Upgrades with Code RAG and Agent‑Driven Fine‑Tuning

This article describes how the Gaode terminal team tackled large‑scale repository upgrades by building a code‑RAG and code‑Agent tool, addressing recall and stability issues, then fine‑tuning a small LLM (Qwen3‑4B) with LoRA and custom datasets to achieve reliable, low‑cost, on‑device code‑query performance.

Code AgentKnowledge GraphLLM
0 likes · 11 min read
Boosting Codebase Upgrades with Code RAG and Agent‑Driven Fine‑Tuning
Amap Tech
Amap Tech
Jul 24, 2025 · Artificial Intelligence

FingER: Fine-Grained Evaluation and Reasoning for AI-Generated Videos

The paper introduces FingER, an entity-level evaluation framework and the FingER-Instruct-60k dataset for assessing AI-generated video quality with fine-grained reasoning, and demonstrates state-of-the-art zero-shot performance on multiple benchmarks using novel training strategies.

AI-generated videodatasetfine-grained evaluation
0 likes · 9 min read
FingER: Fine-Grained Evaluation and Reasoning for AI-Generated Videos
Amap Tech
Amap Tech
Jul 24, 2025 · Artificial Intelligence

FingER: Fine-Grained, Reasoning‑Based Evaluation of AI‑Generated Videos

This article introduces FingER, a novel entity‑level evaluation framework and the FingER‑Instruct‑60k dataset for assessing AI‑generated video quality with fine‑grained reasoning, and demonstrates its state‑of‑the‑art performance on multiple benchmarks using advanced training strategies such as GRPO.

AI-generated videoMultimodal Modelfine-grained evaluation
0 likes · 9 min read
FingER: Fine-Grained, Reasoning‑Based Evaluation of AI‑Generated Videos
Amap Tech
Amap Tech
Jul 14, 2025 · Artificial Intelligence

How UPRE Achieves Zero-Shot Domain Adaptation for Object Detection with Unified Prompts

The UPRE paper, presented at ICCV, introduces a multi‑view domain prompt and a unified representation enhancement to enable zero‑shot domain adaptation for object detection, achieving state‑of‑the‑art performance across diverse weather, geographic, and synthetic‑to‑real scenarios.

Object Detectioncomputer visionprompt engineering
0 likes · 10 min read
How UPRE Achieves Zero-Shot Domain Adaptation for Object Detection with Unified Prompts
Amap Tech
Amap Tech
Jul 11, 2025 · Artificial Intelligence

Unified Self‑Supervised Pretraining Accelerates Image Generation and Improves Understanding

The USP framework introduces masked latent modeling within a VAE space to pre‑train ViT encoders, enabling seamless weight transfer to both image classification, segmentation, and diffusion‑based generation tasks, dramatically speeding up DiT and SiT models while preserving strong visual representations.

PretrainingSelf-Supervised LearningVAE
0 likes · 13 min read
Unified Self‑Supervised Pretraining Accelerates Image Generation and Improves Understanding
Amap Tech
Amap Tech
Jul 11, 2025 · Artificial Intelligence

Unified Self‑Supervised Pretraining Boosts Image Generation and Understanding

The USP framework introduces masked latent modeling within a VAE space to pretrain ViT encoders, enabling seamless weight transfer to both image classification and diffusion‑based generation tasks, dramatically accelerating training while preserving strong performance across multiple benchmarks.

PretrainingSelf-Supervised Learningdiffusion models
0 likes · 10 min read
Unified Self‑Supervised Pretraining Boosts Image Generation and Understanding
Amap Tech
Amap Tech
Jul 9, 2025 · Artificial Intelligence

VMBench: Perception-Aligned Motion Benchmark & LD‑RPS Zero‑Shot Restoration

This article introduces VMBench, the first perception‑aligned video motion generation benchmark that defines a five‑dimensional metric suite and a meta‑guided prompt generation pipeline, and presents LD‑RPS, a zero‑shot unified image restoration framework based on latent diffusion recurrent posterior sampling, together with extensive experiments validating both systems.

benchmarkdiffusion modelsimage restoration
0 likes · 14 min read
VMBench: Perception-Aligned Motion Benchmark & LD‑RPS Zero‑Shot Restoration