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№ 10Collecting now

Restaurant and Commercial Kitchen

Knife, pan, sink. All shift long.

Quick-service, casual-dining, cloud, catering and institutional kitchens.

Useful for

Predicting cuts, pours and stirring
Kitchen robots
Food-prep automation

Get free sample data

Task groups: 6
Tasks: 29
Hours: Ask for the count
Narration: Available
Sample footage: Ready

On the job.

Pick a clip. Its whole recording sits below.

Camera file or proxy, as each HUD says. Tasks are a reviewer's reading.
Notes (3)
FV-C01283 · 600.0–608.0 s: camera file 2704×2028 · 59.94 fps
FV-C01292 · 300.0–308.0 s: proxy 640×480 · 59.94 fps
FV-C01120 · 200.0–208.0 s: proxy 768×432 · 50 fps

Camera file or proxy, as each HUD says. Tasks are a reviewer's reading.
Notes (3)
FV-C01283 · 600.0–608.0 s: camera file 2704×2028 · 59.94 fps
FV-C01292 · 300.0–308.0 s: proxy 640×480 · 59.94 fps
FV-C01120 · 200.0–208.0 s: proxy 768×432 · 50 fps

Restaurant and Commercial Kitchen, first-person still: FV-C01283 at 300.8 s — FV-C01283whole recording2005.1 s5 stills across the whole 2005.1 s recording, at their file times. The loop above is 600.0 to 608.0 s of it.

Restaurant and Commercial Kitchen, first-person still: FV-C01283 at 641.6 s — FV-C01283whole recording2005.1 s5 stills across the whole 2005.1 s recording, at their file times. The loop above is 600.0 to 608.0 s of it.

Also on the wall.

More clips of this work play on the home page.

What they show

Trims and cuts green beansFV-Z00907 · 20.0 s
Scrubs a steel steamer rim outdoors in hard sunFV-C01283 · 1140.4 s
Lifts and loosens boiled noodles in a large potFV-C01733 · 211.0 sproxy
Thumb-index pinch peels spring onions under a shade netFV-B01149 · 958.1 s
Drops pakora batter from a pink bowl into hot oilFV-C01013 · 36.0 sproxy
Scrubs a steel bowl under the tap at a sinkFV-C01123 · 162.0 sproxy
Picks chillies and pinch-pulls the stems; many grasp-release cyclesFV-B01155 · 859.5 sproxy
Line cooking (grill, sauté, fry)FV-Z00903 · 80.0 s
Dices a carrot with fast repeated knife strokesFV-C01132 · 618.1 sproxy
Stretches and coils paratha dough at a street stallFV-C01354 · 395.0 sproxy
Stir-fries rice in a wok with a ladleFV-C01043 · 61.0 sproxy

Each line is a reviewer's reading, not a label.

Seen again asrobot hands (Fig. 3)Why Ego stage 3 Why Ego stage 5 Why Ego stage 6

Rated 1 to 5 from the shot list, not measured

Hand-object densityBimanual fine-motorTool varietyLighting variance

Conditions steam, heat, water, stainless glare

Pick your tasks.

Tick any to add it to your quote.

10.1
10.2
10.3
10.4
10.5
10.6

10.1 Preparation

10.1.01Vegetable washing and choppingNarratedsample footage
10.1.02Protein trimming and portioningno sample footage
10.1.03Dough and batter mixingno sample footage
10.1.04Sauce and stock preparationsample footage
10.1.05Marinating and seasoningno sample footage
10.1.06Mise en place setupsample footage

10.2 Service line

10.2.01Line setup and breakdownno sample footage
10.2.02Line cooking (grill, sauté, fry)Narratedsample footage
10.2.03Tandoor and oven workno sample footage
10.2.04Plating and garnishingno sample footage
10.2.05Expo and ticket handlingno sample footage
10.2.06Meal portioning and takeaway packagingno sample footage

10.3 Beverage station

10.3.01Beverage and coffee station preparationno sample footage
10.3.02Espresso machine operationno sample footage
10.3.03Juice and syrup refillno sample footage
10.3.04Bar prep and garnish cuttingno sample footage

10.4 Dishwashing and sanitation

10.4.01Dishwashing and pot scrubbingno sample footage
10.4.02Dish machine loading and rackingno sample footage
10.4.03Kitchen deep cleanno sample footage
10.4.04Grill and fryer cleaningno sample footage
10.4.05Hood and filter cleaningno sample footage
10.4.06Floor scrubbing and drain cleaningno sample footage

10.5 Stores and receiving

10.5.01Delivery unloading and put-⁠awayno sample footage
10.5.02Walk-⁠in stocking and FIFO rotationno sample footage
10.5.03Dry-⁠store organisationno sample footage
10.5.04Temperature checks and loggingno sample footage
10.5.05Trash and recycling removalno sample footage

10.6 Tool care

10.6.01Knife sharpening and honingno sample footage
10.6.02Equipment disassembly and reassemblyno sample footage

Data cardEgocentric video, from a head or chest camera.

Cameras: GoPro HERO10 Black
Picture: 2704×1520 to 2704×2028, 50 to 100 fps
Motion data: IMU at a nominal 200 Hz on the video clock, where recorded; 196 Hz measured
Labels: Task codes 10.1.01 to 10.6.02, in order on the video clock; final labels only
Formats: Camera originals; also LeRobot v3, RLDS, HDF5 or MCAP
Licence: Per quotation, for machine-learning research and development Terms →

Four files per clip.

FV-Z00901/
FV-Z00901.MP4original camera file, telemetry intact
FV-Z00901_imu.csvtimestamp_us, ax, ay, az, gx, gy, gz
FV-Z00901_labels.jsonordered segments, codes 10.1.04; 10.1.01 …
FV-Z00901_meta.jsondevice, mount, site, collector, consent

What a lab receives →