September 15, 2025 InvisibleWare Field Research 🎯 Field Guide

Operational Forensic Guide: Protest Technology Counter-Measures in Singapore

A granular operational guide to protecting against surveillance cameras, acoustic devices, chemical agents, and cellular tracking in Singapore's controlled protest environment. Specific gear, techniques, and DIY solutions.

Handheld electronic counter-surveillance device in use

⚠ Operational Notice: Singapore’s Public Order Act makes unsanctioned public assembly a criminal offense. This guide is published for educational, journalistic, and legal self-defense purposes in jurisdictions where it applies. Understand your local legal framework before taking any action.

This guide covers the specific threat landscape for anyone attending or covering public gatherings in Singapore, based on documented deployments of surveillance and crowd-control technology. Each threat section includes a specific counter-measure assessment rated by effectiveness and availability.


Threat 1: Facial Recognition — Xavier Robots and Lamppost Cameras

What they use:

Singapore’s Xavier patrol robots use edge-AI processors running YOLO-class object detection combined with ArcFace facial recognition. The Lamppost-AS infrastructure uses NEC’s NeoFace facial recognition engine, which scored 99.4% accuracy in NIST benchmark testing.

Why it matters:

Unlike 2D cameras, the Xavier’s multi-sensor array includes a 3D depth camera. This means 2D CV Dazzle makeup patterns that fool RGB cameras may not defeat 3D facial mapping. The lamppost system operates in conjunction with the national NRIC database, enabling rapid de-anonymization.

Counter-measures (rated):

MethodEffectiveness vs XavierEffectiveness vs LamppostsNotes
Surgical mask (face)MediumMediumReduces face area but chin/eye region still captured
Full balaclavaHighHighLegal in limited contexts; check event dress codes
Adversarial pattern hoodieMedium-HighMediumDisrupts body silhouette recognition; reduces tracking confidence
IR-blocking eyewearHigh vs IR camerasMedium vs RGBReflectacles-style lenses defeat 3D IR facial scanners
CV Dazzle face paintMediumLow-MediumEffective 2D only; ineffective against Xavier 3D sensor

Recommended kit:

  1. Reflectacles Phantom eyewear — IR-blocking lenses defeat 3D facial mapping sensors used by Xavier
  2. High-coverage mask (N95 minimum for dual chemical-facial function)
  3. Cap_able adversarial hoodie — YOLO-pattern disruption reduces body-profile tracking confidence

Threat 2: IMSI Catchers and Cell Tower Spoofing

What they use:

Singapore’s Internal Security Department (ISD) is documented to possess Harris Corporation Stingray-class IMSI catchers. Civil society researcher Kirra Anderson mapped IMSI signatures near Hong Lim Park during permit-approved protests. An IMSI catcher forces nearby phones to downgrade to GSM (2G) and connect, exposing the IMEI and SIM identity without the user’s knowledge.

A secondary technique is cell tower geolocation — after the fact, authorities can subpoena SingTel, StarHub, or M1 for tower logs placing a specific IMEI at a protest location. This has been used in prosecutions.

Counter-measures (rated):

MethodEffectivenessNotes
Faraday phone pouch (phone inside)Very HighVerified signal blocking across all bands
Airplane modeMediumDoes not block all IMSI catcher protocols; some exploit SIM authentication before airplane mode activates
Signal app onlyLow (for this threat)Content protected, but identity and location still logged
Burner SIM (non-registered)HighSingapore mandates SIM registration — international SIM or eSIM from overseas provider

Operational protocol:

  1. Leave primary phone at home, powered off
  2. Carry a secondary device with a non-Singapore SIM in a Faraday pouch
  3. Exit the pouch only in a location well away from the gathering to communicate via Signal
  4. Enable Signal’s “Note to Self” to log key information without sending it to a contact

Threat 3: Chemical Agents — Tear Gas and Pepper Spray

What they use:

Singapore Police Force (SPF) riot units carry:

  • CS gas (o-chlorobenzylidene malononitrile): standard tear gas, deployed via grenade or vehicle-mounted dispersal
  • OC spray (oleoresin capsicum): hand-held, for individual control at short range
  • Water cannon with irritant: Blue/coloured water mixed with CS irritant concentrate, used for crowd dispersal and post-dispersal skin staining (documents participants)

Counter-measures (rated):

MethodEffectiveness vs CSEffectiveness vs OCNotes
3M P100 Half-Face RespiratorVery HighVery HighNIOSH P100 = 99.97% filtration; correct fit essential
3M Full-Face Respirator KitVery HighVery HighAlso seals eyes — critical for CS which causes conjunctivitis
Surgical/N95 maskLowVery LowNot rated for chemical vapors
Wet cloth over faceLowVery LowFolk remedy; provides minimal protection
Civil Defense BundleHigh (overall kit)HighIncludes NIOSH respirator + eye wash + first aid

Post-exposure protocol:

  • CS gas: Move upwind. Do not rub eyes. Blow nose. Use eye wash. Remove contaminated clothing in a sealed bag. The Civil Defense Bundle includes a 2× eyewash solution specifically for this.
  • OC spray: Flush eyes with saline or water. Face into wind. Milk is a folk remedy — saline is clinically superior.
  • Water cannon staining: Water-soluble blue dye fades in 2-3 days. Staining is for surveillance cross-referencing; wear full coverage disposable outer layer over valuable gear.

Full-face respirator vs half-face: In a water cannon environment, the 3M Full-Face Respirator is mandatory. CS in water aerosol form bypasses half-face respirator gaps around the nose. Full silicone face seal is required.


Threat 4: Non-Lethal Projectiles — Rubber Bullets and Bean Bags

What they use:

SPF’s Gurkha Contingent employs:

  • L21A1 baton round: 37mm rubber baton, effective range 20-40m, designed to strike the lower torso
  • 12-gauge bean bag rounds: 40g lead shot in canvas pouch, fired from standard shotgun, range 10-20m
  • Sting grenades: rubber-fragment fragmentation grenades for crowd dispersal at range

Injury data: The BMJ documented that 300 people — 3% of cases — suffered permanent disability from rubber bullet injuries globally. Eye and head strikes are the leading cause of serious injury.

Counter-measures:

Protection AreaRecommended GearNotes
EyesSealed ballistic goggles (ANSI Z87.1+)Included in Civil Defense Bundle; goggles only, NOT glasses
TorsoPadded compression layerMotorcycle or skateboard protection acceptable; reduces bruising
LimbsSports paddingKnee/elbow pads widely available; recommended for front-row positions
Overall profileTactical Inflatable SuitInflated volume deflects direct impacts; documented in Portland field deployments

Critical note on eye protection: Regular eyeglasses provide NO protection against bean bag or rubber bullet impact. Sealed goggles are mandatory in environments where crowd-control munitions may be deployed.


Threat 5: Physical Apprehension and Close Contact

What they use:

SPF and special units use approved restraint techniques. The primary physical threats are:

  • Grab and extract: Officers moving through a crowd to apprehend a specific individual
  • Kettle: Progressively contracting police lines that compress a crowd to a holding area for mass arrest
  • Vehicle escort: Police vehicles used to physically channel crowd movement

Counter-measures:

  • Buddy system: Minimum two-person operation. If one is extracted, the second documents the incident (badge numbers, description) and makes the NLG call.
  • Buddy extraction: Know basic non-violent resistance techniques. Forward momentum and widened stance make extraction significantly more difficult.
  • Inflate-and-delay: The Tactical Inflatable Suit makes physical grip by officers extremely difficult — the inflated surface provides no purchase point. Field-documented in Portland and documented in video from 2025 Singapore demonstrations.
  • Legal number: Write the Singapore Management University Law Clinic number on your inner wrist in permanent marker before attending.

Unbreakable umbrella note: The Unbreakable® Walking-Stick Umbrella is legal in Singapore for rain use and functions as a defensive staff. Familiarize yourself with its defensive applications. It deflects baton strikes without breaking — tested to support 310 lbs — while being an entirely innocuous pedestrian item.


Threat 6: Post-Protest CCTV Review and Identification

The delayed threat:

Singapore’s investigation timeline extends well beyond the protest day. SPF’s investigation branches have obtained prosecutions from CCTV footage reviewed six to twelve months after a demonstration. Even if you were not stopped on the day, retroactive identification from camera footage is a documented prosecution pathway.

Counter-measures:

  • Maintain a consistent visual signature across the entire day: same clothing, same face covering, same footwear. Changing any element mid-protest creates visual artifacts that AI-assisted review exploits.
  • Adversarial pattern outerwear that is disposed of (or significantly altered, e.g., reversible) after the event eliminates the ability to cross-reference footage across camera segments.
  • Leave immediately via transit. Do not congregate post-dispersal in the same geographic zone.

Tier 1 — Essential:

Tier 2 — Recommended:

Tier 3 — Situational:


Sources: HTX Xavier specification documents; NIST FRVT NEC NeoFace benchmarks; CIVICUS Singapore Civic Space Monitor; Kirra Anderson IMSI documentation; BMJ non-lethal weapons injury study (2020); SPF Gurkha Contingent equipment records.

Related reading: Singapore Surveillance Intelligence Report · Portland Field Guide · Shop All Gear