BigSocialBoss

Industrial AI video data

High-precision video training data for vision models

Defect detection, tracking, and action recognition: pixel labels, frame calibration, structured delivery. We turn “the model cannot see it” into data you can train and score — for inspection, driving, security, and generated video.

Frame-by-frame labels on identity, motion, and object defects

Three media on one data desk

Video · images · code: labels plus repair pairs

Video on this page and Video capability. Stills: image labels. Code: code data. Combined repair entry: data repair. BigSocialBoss sells growth software and AI training data. It is not a cross-border e-commerce compliance consultancy.

Image labels Code data Data repair

What you may be hitting

When the model “cannot see,” the data usually does not match real failures

Misses and false alarms on the line

Inspection models miss under lighting change, occlusion, or tiny defects. You need failures shot on the real line and labeled clearly — not random stills.

Unstable tracking and action labels

Occlusion, crossing motion, and low light break tracking. You need frames that line up with each other, not a pile of screenshots.

Generated video: faces and motion drift

Identity drift, skipped motion, warped products. Box the problem on the frame and name the class so the model can train it back.

No hard cases for the next release

Eval and train sets do not match; long-tail bugs appear only after ship. You need data you can reproduce, spot-check, and refill by batch.

We turn those failures into video data you can train and sign off on.

Core service

Industrial AI video correction datasets

High-precision labels for inspection, driving, security, and generated video: defect boxes, tracking, action. Pixel boxes, frame calibration, class names and notes in one pack.

Timing does not line up

Objects pop in or vanish; cuts land in the wrong scene; lighting jumps with no source. Align by frame and mark where it first goes wrong.

Broken motion

Skipped frames, inverted joints, hands clipping through objects. Mark breaks on tracks and keypoints.

Physics that does not hold

Gravity, collisions, and deformation that ignore common sense — so the model can learn what “wrong” looks like.

Identity and picture collapse

Face swaps, garbled text, warped products and logos. Box the region and classify it for targeted training.

Label types and production flow →

Visual samples

You should see which frame and which region

Labeling is a see-it service. Sample frames (boxes, classes, frame numbers) go here as they are cleared for public use.

Image pending · single-frame labelOne frame, a solid box, and a class name
Image pending · frame calibrationSeveral frames in a row; mark where it first fails

Why work with us

A spec you can scale, and a pack you can accept

Scale by batch

Pilot labels first, then volume. Timeline and size go in the plan. No mystery scraped libraries.

Vision and video people on the guide

Labeling and QA are separate roles. CV, generated video, and inspection scenes have someone owning the guide — not click-farm only.

Out the door only after QA

Frozen guide → gold pilot → auto rules → human spot check. Batches under the bar do not ship. QA gates

Security

NDA available. Customer-authorized, our own shoots, or contract-allowed synthetic data. Encrypted transfer to storage you name.

How we work

From brief to handoff

1. Brief

Scene, failures, scale (hours or frames), how fine the labels should be.

2. Pilot

A small gold set. Freeze the guide, then scale.

3. Production

Frame labels on the frozen classes. Auto rules catch cheap mistakes.

4. Accept

Spot-check at the agreed rate. Fail the pack and we relabel.

5. Handoff

Video + labels + coverage notes, encrypted to your store.

Project types (desensitized)

Scenes we have done

No live customer names on this page. Typical project types — details on inquiry.

Generated-video QA

Short drama / digital humans: identity drift, skipped motion, warped products. Labeled by shot and character ID for train and pre-ship eval.

Industrial and security vision

Line defects, occlusion, low-light false alarms; boxes and action clips. Identifiable data handled per contract.

What you receive

Video + labels + notes, as one pack

IncludedWhat it means
Source video / framesAgreed resolution and frame rate so training can be reproduced
Issue labelsWhere the defect sits, its type, a short note; masks or keypoints when needed
Project notesCounts by issue and scene, so you can check coverage
HandoffEncrypted transfer to storage you name. No public drive default links

Inquiry

Get a custom plan

Tell us the scene, failures you already see, and rough scale. We reply by email or WeChat / Telegram. Quote after scope — this page does not list prices.