Frame-by-frame bounding box with persistent instance ID. Identity preservation across occlusion and re-entry.
USED FOR Person counting, vehicle tracking, surveillance
TRACKING / VOS / ACTION / POSE
Video annotation,tracked across every frame.
Multi-object tracking, video object segmentation, action localization, pose, re-ID. SAM 2 assisted, kappa-gated, HOTA-reported per delivery.
HOTA + IDF1 reporting EEA-resident
PROCUREMENT READINESS
Compliance posture for video training data.
Article 10 + Article 5(1)(f) emotion-recognition restrictions effective 2026. GDPR Article 9 biometric category applies. Every delivery ships with the audit pack.
Per-delivery artefact pack
Annotation guideline (versioned)
Face / plate de-identification log
HOTA + IDF1 report
Track continuity + ID-switch rate
Records of processing (Article 30)
Signed DPA + sub-processor list
EU AI Act Article 10 + 5
Data governance for high-risk video. Annex III restrictions on workplace + education emotion recognition (effective 2 Feb 2026).
GDPR Articles 9, 28, 35
Biometric special category. Processor agreement. Article 35 DPIA for systematic monitoring. 30-day erasure SLA.
EEA-resident processing
Norwegian company structure. EEA contributor network. EEA infrastructure. Norwegian jurisdiction; transfer controls defined per project.
Request the artefact pack →
We map the artefact pack to your video modality, DPIA scope, and regulatory class.
PRIMITIVE TYPES
Five video annotation primitives.
Different perception stacks need different temporal annotation. The double-spend failure mode is ordering MOT when you needed VOS with mask precision.
Per-frame pixel-precise masks with continuous instance IDs. The DAVIS / YouTube-VOS task.
USED FOR Sports, broadcast, content moderation
Start/end timestamps for actions or activities. ActivityNet / AVA protocols. mAP at tIoU thresholds.
USED FOR Sports, surveillance, surgical phase
Per-frame joint keypoints (typically 17-30) tracked with persistent person IDs. COCO OKS evaluation.
USED FOR Sports analytics, medical rehab, animation
Same identity preserved across non-overlapping cameras. Critical for multi-site surveillance and retail.
USED FOR Multi-camera surveillance, retail dwell, sports
WHERE VIDEO IS PROCURED
Five verticals where temporal accuracy matters.
Each industry has its own ontology and regulatory frame. EEA-resident annotation, DPIA-aligned, Article 30 records per delivery.
Automotive (in-cabin + outward)
Driver monitoring, occupant detection, gaze, gesture (in-cabin). Multi-frame perception, prediction (outward). UN R157 + DMS DPIA.
DMSALKSDPIA
Surveillance + security
Object tracking, person re-identification, event detection. Article 35 DPIA mandatory. Retention limits, signage requirements.
ReIDDPIAMOT
Surgical video
Phase recognition, tool tracking, anatomy delineation. JIGSAWS / Cholec80 protocols. GDPR Article 9 patient consent.
PhaseToolsCholec80
Sports analytics
Player tracking, ball, action recognition, formation analysis. SoccerNet / NBA / FineGym protocols. Athlete-data agreements.
SoccerNetPoseAction
Retail + content
Queue analysis, dwell-time, theft prevention. Content moderation, shot detection. Legitimate-interest balancing tests.
DwellModerationShot
HOW WE LABEL
Every project clears the same six gates.
De-identification policy decided BEFORE annotation. HOTA + IDF1 thresholds documented. SAM 2 tracker-assist with human review.
Schema + de-id policy
Class taxonomy, ID continuity rules, face / plate / patient de-identification policy locked with your team.
Deliverable: Versioned schema + de-id policy
Annotation guideline
Class definitions, ID continuity across occlusion, partial-visibility policy, action boundary tolerance.
Deliverable: Annotation guideline document
Calibration round
Pilot batch on shared subset. Per-frame mIoU + track-level IDF1 between annotators. Disagreement patterns drive refinement.
Deliverable: Calibration HOTA / IDF1 report
IAA gate
Production starts only when calibration clears HOTA 0.65+, IDF1 0.75+ on the schema. Lower thresholds for surveillance far-field allowed.
Deliverable: Gate-pass attestation
Production with SAM 2 + tracker-assist
Keyframe annotation with SAM 2 promptable tracking + interpolation. Cross-frame consistency check. Single-tenant CVAT video.
Deliverable: Annotated videos + tracks
QA + adjudication + delivery
HOTA, IDF1, ID-switch rate, track length distribution. De-identification audit. Article 30 records, signed DPA, sub-processor list.
Deliverable: Final delivery + metrics report
Six gates. One trail of evidence. De-identification policy decided upfront.
WHAT WE DELIVER
Hover any scene to see the annotation.
Schematic previews. Production work runs against your raw footage, multi-camera, with SAM 2 tracker-assist.
HOVER reveal annotation
HOVER reveal annotation
HOVER reveal annotation
HOVER reveal annotation
HOVER reveal annotation
HOVER reveal annotation
PUBLIC BENCHMARK COVERAGE
Taxonomy-aligned with the corpora your model trained on.
Most video benchmarks are research-licensed. Production work runs against your own footage under your engagement DPA.
MOT Challenge (MOT17/20)
Research onlyMOT tracking
DAVIS
Research onlyVOS challenge
YouTube-VOS
Research onlyLarge-scale VOS
Kinetics 700
Research onlyAction recognition
AVA
Research onlyAction localization
Cholec80
Research onlySurgical phase
License status reflects publicly stated terms. Verify per engagement before commercial training use.
WHAT YOU RECEIVE
Every delivery ships with the artefact pack your Article 10 file needs.
The records a regulated video buyer expects. No upgrade tier, no separate request.
01
Annotation guideline + de-id policy.
Versioned guideline with class definitions, ID continuity rules, occlusion policy. Face / plate / patient de-identification policy documented. Every version preserved for audit.
02
HOTA + IDF1 + per-class metrics.
HOTA (Higher Order Tracking Accuracy), IDF1, MOTA per delivery. Per-class breakdown. Per-frame mIoU for VOS. Temporal mAP for action localization.
03
Track continuity + ID-switch rate.
Per-track length distribution. ID switches per minute. Fragmentation rate. Re-identification accuracy across cameras (when applicable).
04
De-identification audit.
Face detection + replacement log. License plate blur audit. Patient identifier handling. Skeleton-only delivery option for sensitive surveillance / surgical.
05
Records of processing, DPA, and sub-processor list.
Article 30 records of processing, signed Article 28 DPA, Article 35 DPIA scope where relevant, lawful-basis documentation, 30-day erasure SLA, and full sub-processor list.
START A PROJECT
Brief us. We reply within one business day.
Short brief now, deeper scoping in the reply.
QUESTIONS BUYERS ACTUALLY ASK
Frequently asked questions
De-identification policy decided BEFORE annotation. Face detection + replacement (not blur, which is reversible). License plate blur audit. Patient identifier scrubbing for medical. Skeleton-only delivery option for sensitive content.
Yes. Cross-camera person and vehicle re-ID. Proprietary multi-camera viewer with synchronised timelines. ID continuity across camera handoff.
EEA-resident. Norwegian company, EEA contributor network, EEA infrastructure. 30-day GDPR Article 17 erasure SLA. Norwegian jurisdiction; transfer controls defined per project.
GDPR Article 28 processor obligations, EU AI Act Article 10 data governance, GDPR Article 9 biometric handling, EEA-residency, DPA-by-default, and single-tenant isolation. Security artefacts package available on request.
COCO format with video extension, MOT format, custom JSON, AV2 SDK for automotive. Per-frame masks for VOS. ActivityNet temporal format for action recognition. Customer-owned work product.
GDPR Jurisdiction EU AI Act Article 10 EEA Operations Consent Evidence
Brief us on your video project.
One business day reply. NDA on request. DPA included.
SAM 2 + tracker-assisted HOTA per delivery
Or connect on LinkedIn →
Your information is never shared. We respond with the next scoping step.