MARSAD / LONG-TAIL SCENE REVIEW

82 full-scene rehearsals

Human verification before image generation

Review every remaining entry in the consolidated 87-scenario catalog. Each fresh GPT-6 plan is built as a complete 47-second Higgsfield scene on a NAVSIM environment. The five earlier scenarios and their 250 selected image samples remain available.

82 / 82Inspected rehearsals
47 secondsPer scene · −7 to +40 s
0New image generation requests
250Earlier selected image samples
Open a scene, play or scrub its full timeline, and check the critical action, posture, facing and relative positions. Each page includes camera views, current speeds, rendered checkpoints and untouched NAVSIM context photos. Reply with the scene IDs to approve or revise. Image generation and training remain closed for these 82 scenes.
Children retrieving a stray football rehearsal

#001 · VOLUME 1

Children retrieving a stray football

儿童在道路外踢球;球滚入道路,儿童短暂进入取回后立即离开,并继续在道路外踢球。

47 s · 4 critical actors · revision 12
Scene approved · 4 updated rehearsals

Full-width eastbound parade rehearsal

#003 · VOLUME 1

Full-width eastbound parade

前方有游行队伍占据整条道路,游行队伍有多辆车和多个人,人跟随着车辆向东移动

47 s · 15 critical actors · revision 2
Awaiting human scene approval

Ambulance crew attending a fainted person rehearsal

#005 · VOLUME 1

Ambulance crew attending a fainted person

有一个人晕倒,前方有医护人员从一辆救护车上下来,携带担架和医疗设备,前往晕倒的人附近进行紧急救治,周围有行人停留围观

47 s · 8 critical actors · revision 2
Awaiting human scene approval

Officer alternates pedestrian and vehicle passage rehearsal

#007 · VOLUME 1

Officer alternates pedestrian and vehicle passage

前方有警察站在路口中央,通过手势组织行人通行并指挥交通,行人与车辆在指挥下交替通过

47 s · 9 critical actors · revision 2
Awaiting human scene approval

Ten spectators slowly queue toward a southern venue entrance rehearsal

#009 · VOLUME 1

Ten spectators slowly queue toward a southern venue entrance

前方有十个左右的观众在道路上排队等候进场,观众从南到北延伸排成一排,以非常缓慢的速度向南边的场馆入口移动

47 s · 11 critical actors · revision 2
Awaiting human scene approval

Municipal crew moves among access covers and cable runs rehearsal

#010 · VOLUME 1

Municipal crew moves among access covers and cable runs

前方有市政人员正在道路上检修多个井盖和电缆,在不同的井盖和线缆之间来回移动,周围摆放少量锥桶

47 s · 11 critical actors · revision 3
Awaiting human scene approval

Scattered roadside dance rehearsal

#011 · VOLUME 1

Scattered roadside dance

前方有多名居民在道路边跳广场舞,队形分散,部分动作幅度较大(prompt要尽量简短)

47 s · 6 critical actors · revision 1
Awaiting human scene approval

Two scooters and a backward pickup rehearsal

#012 · VOLUME 1

Two scooters and a backward pickup

前方两名儿童滑着滑板车横穿马路,其中一人停下回头捡物,另一人继续前行

47 s · 3 critical actors · revision 1
Awaiting human scene approval

Phone distraction and an unexpected stop rehearsal

#013 · VOLUME 1

Phone distraction and an unexpected stop

前方有行人低头专注于手机,对周围环境感知不足,可能会突然变向或停步。

47 s · 2 critical actors · revision 1
Awaiting human scene approval

Child breaks free during a roadside reprimand rehearsal

#016 · VOLUME 1

Child breaks free during a roadside reprimand

前方有家长在路边训斥孩子,孩子情绪激动突然跑开,挣脱大人的手冲向马路。

47 s · 2 critical actors · revision 1
Awaiting human scene approval

Eastbound sidewalk chase with backpack retrieval rehearsal

#020 · VOLUME 1

Eastbound sidewalk chase with backpack retrieval

一群孩子在路边的人行道上追逐打闹,整体向东移动,有一个孩子在一段时间之后发现掉落的背包,回头捡起来再继续回到其他孩子中。

47 s · 5 critical actors · revision 1
Awaiting human scene approval

Tricycle courier parks and runs north with a parcel rehearsal

#026 · VOLUME 1

Tricycle courier parks and runs north with a parcel

前方有快递员骑着电动三轮车沿着道路右侧向东行驶,然后停在路边,自己抱着电动三轮车上的包裹跑步向北横穿马路去派送快件。

47 s · 3 critical actors · revision 2
Awaiting human scene approval

Eastbound breakdown followed by warning-triangle placement rehearsal

#033 · VOLUME 2

Eastbound breakdown followed by warning-triangle placement

前方有向东行驶的车辆爆胎或抛锚,驾驶员下车并取出车上的三角警示牌,向西走几米前往车后放置三角警示牌,然后在车旁焦急地打电话。

47 s · 4 critical actors · revision 3
Awaiting human scene approval

Three-car wedding procession with walking relatives rehearsal

#035 · VOLUME 2

Three-car wedding procession with walking relatives

前方有婚礼车队,有三辆车排成一列向东缓慢行驶,每辆车后面有两三个亲友跟随该车一起移动

47 s · 15 critical actors · revision 2
Awaiting human scene approval

Post-event crowd surges from a frontage exit rehearsal

#037 · VOLUME 2

Post-event crowd surges from a frontage exit

前方有大型活动(如音乐节、体育赛事)结束,大量人群在短时间内从出口涌出,蔓延至周边道路。

47 s · 21 critical actors · revision 1
Awaiting human scene approval

Event discharge fanning out from a south-side exit rehearsal

#057 · VOLUME 2

Event discharge fanning out from a south-side exit

前方大型活动散场,人群从道路南侧的出口处涌出,行走方向不一致,有西、西北、北方、东北、东等

47 s · 18 critical actors · revision 1
Awaiting human scene approval

Open rear hatch with a long unmarked aluminum load rehearsal

#067 · VOLUME 3

Open rear hatch with a long unmarked aluminum load

前方有车辆后备箱盖敞开运输超长物品(如家具、铝合金窗框),物品末端伸出车尾很长一段距离,且无任何警示标志

47 s · 5 critical actors · revision 7
Awaiting human scene approval

West-to-east runners collecting water and spilling into the lane rehearsal

#070 · VOLUME 3

West-to-east runners collecting water and spilling into the lane

道路一侧设有临时补给站,大批跑步者从补给站西侧向补给站跑动,到达补给站之后领取水瓶,然后继续向东跑步,部分人员溢出到车道上

47 s · 22 critical actors · revision 4
Awaiting human scene approval

Shared bicycles block the sidewalk and force an eastbound detour rehearsal

#077 · VOLUME 3

Shared bicycles block the sidewalk and force an eastbound detour

前方有接近十辆共享单车,朝向各不相同,多名行人从西向东行走时被挡住,被迫绕行进入车道(共享单车的able_to_block_human应设为true)

47 s · 13 critical actors · revision 5
Awaiting human scene approval

Phone call followed by sustained ambulance care rehearsal

#082 · VOLUME 3

Phone call followed by sustained ambulance care

叫救护车(有一个人晕倒的人,有一个行人,行人拨打救护车,然后救护车上的医疗人员下车并取出车上的医疗设备,走晕倒的人身上进行持续不断的救治)

47 s · 8 critical actors · revision 8
Awaiting human scene approval

Four vehicles with repeated opposing lateral weaves rehearsal

#083 · VOLUME 3

Four vehicles with repeated opposing lateral weaves

前方有几辆车,喜欢左右变道(prompt:你是一辆像是喝了酒的人开的车,喜欢不停地左右变道)

47 s · 4 critical actors · revision 6
Awaiting human scene approval

Right-edge stop for sixteen seconds, then rejoin rehearsal

#084 · VOLUME 3

Right-edge stop for sixteen seconds, then rejoin

前方有几辆车,到最右侧道路停车然后继续(prompt:你是一辆车,你开到最右侧道路上之后,停车,过十几秒又启动继续行驶)

47 s · 4 critical actors · revision 7
Awaiting human scene approval

What this phase contains

These are 82 scenario rehearsals across four reused NAVSIM environments, not 82 independent real-world recordings. The source contributes semantic descriptions only; no upstream nuPlan geometry is reused. When native background traffic conflicts with new critical actors, its clear counterfactual holding positions are documented. Approximate geometry is acceptable; behavior and relationships are the review target.

All scene data, models, scripts and source-context photos are hosted with these review sites. The viewer does not depend on a local server or a GPU machine. Higgsfield links open a workspace’s latest revision. The hosted viewer uses each scene’s pinned revision; shared workspaces may have advanced to a later catalog scene.

Catalog provenance · Review manifest