IVS News

Explore coverage by topic. Last 60 days.

Briefed only

322 items

Axera AX8860P: 16× A55, 64-ch decode, 128/256 TOPS, 78×78 mm, ~40 W; Sipeed MaixStation <$2k / <$4k, Kickstarter months out

cnx-software.com

October 19, 2026EdgeOn deckBriefed Oct 19

Jackson, MS: Chief Brackney will not renew Flock; cameras stay until expire; RTCC still wants some LPR

wlbt.com

October 19, 2026LPRBriefed Oct 19

ODSS-Net: orthogonal shared-structure / modality-specific ReID so alignment does not erase the extra camera

arxiv.org

October 19, 2026LabOn deckBriefed Oct 19

Quincy, MA tonight: Res. 2026-143 asks the mayor to terminate 49 Flock ALPRs and cover until removal

quincyma.gov

October 19, 2026PolicyOn deckBriefed Oct 19

RCA-MOT: RGB–infrared MOT that does not crush both cameras into one vector; +5.4 / +6.1 HOTA

arxiv.org

October 19, 2026LabOn deckBriefed Oct 19

Rhode Island 60-day ALPR pause expires today; State Police policy in “final edits”; ACLU / Public Defender left out

bostonglobe.com

October 19, 2026PolicyBriefed Oct 19

Sherman, TX tonight: Res. 7682 would not renew Flock, bag 11 cameras, and lock a public hearing before any future ALPR

kxii.com

October 19, 2026PolicyOn deckBriefed Oct 19

TriSAR-3D / PaintFusion: LiDAR + RGB + thermal 3D person detect; 65.4 AP@50, 51.6 ms; lying-pose models collapse without lying training

arxiv.org

October 19, 2026LabOn deckBriefed Oct 19

Troy, NY: Council President Steele locks the Local Law 3 override for Oct. 22

troyrecord.com

October 19, 2026PolicyOn deckBriefed Oct 19

How My NVR Cuts Recording Storage by 75% — Without AI, and Without Dropped Frames - DEV Community

dev.to

October 18, 2026VMS

New RGB-depth AI spots objects in cluttered scenes and shrugs off

bioengineer.org

October 18, 2026Other

ARC-SORT: uncertainty-adaptive MOT; 81.82 HOTA SportsMOT, fewest ID switches of 69 entries

arxiv.org

October 16, 2026LabOn deckBriefed Oct 16

Bloomington, IN unanimous: ban ALPRs and third-party-share surveillance cameras; 11 Flock already down

ipm.org

October 16, 2026PolicyBriefed Oct 16

Downey, CA 4–0: Motorola Vigilant $532,026 / 5 years / 23 sites (13 replace + 10 new)

thedowneypatriot.com

October 16, 2026LPRBriefed Oct 16

FALCON: KR260 FPGA occupancy with a bounded tail; Jetson Orin 4.4× median, L4 23.6×

arxiv.org

October 16, 2026LabOn deckBriefed Oct 16

MaLoW: streaming VLM that writes history into LoRA weights, not the context window

arxiv.org

October 16, 2026LabOn deckBriefed Oct 16

Orange Pi O1: SOPHGO BM1688 16 TOPS, 16× 1080p30 decode, $195 / $325, Ubuntu image still empty

cnx-software.com

October 16, 2026EdgeBriefed Oct 16

Providence unanimous referral of ALPR-ban ordinance to committee; 60 city Flock, $155k–$170k/yr; two more votes

turnto10.com

October 16, 2026PolicyOn deckBriefed Oct 16

Tempe 6–1: first Arizona city-code ALPR ban; 33 Flock already dark; 30-day effective; ASU / parking carved out

azfamily.com

October 16, 2026PolicyBriefed Oct 16

Troy, NY: Mayor Mantello vetoes Local Law 3 (72-hour retain / court-or-DA share); council likely to override

wamc.org

October 16, 2026PolicyBriefed Oct 16

AI Listens to Traffic Cameras to Hear Dangerous Roadside Winds

bioengineer.org

October 16, 2026Other

DeltaStreamer: agentic streaming video with change-aware memory + targeted replay

arxiv.org

October 15, 2026LabOn deckBriefed Oct 15

Detector architecture vs scene density: RT-DETR wins crowded MOT; YOLO26-L + NMS is the speed/quality split

arxiv.org

October 15, 2026LabOn deckBriefed Oct 15

Lantronix Spotter: Qualcomm Dragonwing QCS6490, 12.5 TOPS, 42 × 120 mm, Q4 2026, AUSA this week

lantronix.com

October 15, 2026EdgeBriefed Oct 15

LidarVerse: NVIDIA SIL real-time unified LiDAR world model; 11 FPS on H100

arxiv.org

October 15, 2026LabOn deckBriefed Oct 15

North Liberty, IA 4–1 table: 12 Flock cams $40k via budget (no separate contract vote); next meeting in two weeks

kcrg.com

October 15, 2026LPRBriefed Oct 15

Penn State non-renew: expired 1-year Flock; 20+ perimeter cameras come down; no replacement picked

statecollege.com

October 15, 2026LPRBriefed Oct 15

Providence: ALPR-ban ordinance introduced tonight; no vote yet; 60 city + 6 RISP cameras

turnto10.com

October 15, 2026PolicyOn deckBriefed Oct 15

SAM3RL: RL memory controller for SAM 3 tracking; SOTA on 10 of 12 benches, no runtime tax

arxiv.org

October 15, 2026LabOn deckBriefed Oct 15

Tlaib H.R. 10807: “Get the Flock Out of Our Communities Act” bars federal funds for Flock / Motorola / Axon mass surveillance

michiganadvance.com

October 15, 2026PolicyBriefed Oct 15

El Paso unanimous: lock the city manager out of fixed networked ALPR (Flock or peer)

kfoxtv.com

October 14, 2026PolicyBriefed Oct 14

Geniatech M.2 cards: AIM-M-R28 (RK1828 20 TOPS, 5 GB stacked DRAM) and AIM-M-H10 (Hailo-10 40 TOPS, up to 16 GB)

linuxgizmos.com

October 14, 2026EdgeBriefed Oct 14

Georgetown, KY 5–3: immediate Flock suspend pending independent legal / cyber / community review

lex18.com

October 14, 2026LPRBriefed Oct 14

InfraWorld: roadside 4D occupancy as selective state evolution

arxiv.org

October 14, 2026LabOn deckBriefed Oct 14

Lebanon, OH 4–3: terminate fails; 20 Flock cameras stay bagged; staff talks with public safety

wvxu.org

October 14, 2026LPRBriefed Oct 14

Midland, TX unanimous: terminate Flock; 73 city cameras, 60-day pull by Dec. 12, skip $225,500 year-2

mrt.com

October 14, 2026LPRBriefed Oct 14

SPARE: streaming VLM that gates history retrieval and shares the visual encoder

arxiv.org

October 14, 2026LabOn deckBriefed Oct 14

Temporal Evidence Selection: VAD explanations need object-tag–conditioned sampling, not anomaly saliency

arxiv.org

October 14, 2026LabOn deckBriefed Oct 14

Texas Comptroller Huffines: executive order bars Comptroller grant money for Flock / Motorola / Axon ALPR

comptroller.texas.gov

October 14, 2026PolicyBriefed Oct 14

When Trackers Fail: VLM Dual-Agent verifies SAM-class trackers and recovers identity drift

arxiv.org

October 14, 2026LabOn deckBriefed Oct 14

AMD Ryzen AI Halo: Max+ PRO 495, 192 GB unified, $7,299 at Micro Center

amd.com

October 13, 2026EdgeBriefed Oct 13

Event cameras for long action sequences: multi-frame MAE beats single-frame event stacks

arxiv.org

October 13, 2026LabOn deckBriefed Oct 13

Golden, CO: 11 Flock cameras, $27.5k/yr through July 2028, on tonight’s study session

denvergazette.com

October 13, 2026LPROn deckBriefed Oct 13

InvestigateTV: Flock often landed under the vote threshold — $24,990 batches, cloned sole-source letters, plate opt-out

atlantanewsfirst.com

October 13, 2026PolicyBriefed Oct 13

Madison Heights, MI: 3 Flock ALPRs stay bagged; city will not renew; no swap vendor

spectrumlocalnews.com

October 13, 2026LPRBriefed Oct 13

MemReg: streaming outdoor LiDAR registration with hybrid pose memory (NeurIPS 2026)

arxiv.org

October 13, 2026LabOn deckBriefed Oct 13

Plano, IL unanimous: end Flock early; 4 cameras off now, $500/cam pull before Dec. 10

wspynews.com

October 13, 2026LPRBriefed Oct 13

SpatialASM: train LVLMs to revisit the scene from task-relevant viewpoints

arxiv.org

October 13, 2026LabOn deckBriefed Oct 13

Ultralytics 8.4.176: YOLO-World checkpoints 328 MB → 26 MB after set_classes

github.com

October 13, 2026LabBriefed Oct 13

AMGT: UAV maritime visible+IR+AIS vessel ID/track; MAir-YOLOv8-OBB + MAir-SORT

arxiv.org

October 12, 2026LabOn deckBriefed Oct 12

Avon, CO 4–3: terminate 12 Flock ALPRs; PD already cut access, hotlist, and sharing

avon.org

October 12, 2026LPRBriefed Oct 12

Cumberland, RI 6–1: Resolution 26-45A authorizes the mayor to end Flock; no removal date

upriseri.com

October 12, 2026LPRBriefed Oct 12

Lafayette, CO 5–1 first reading: 2027 budget shall not fund Flock; $77.5k and 30 cameras on the clock

coloradohometownweekly.com

October 12, 2026LPRBriefed Oct 12

Los Angeles 10–4: Axon streetlight ALPR pilot pulled to Public Safety; back by Oct. 23

dailynews.com

October 12, 2026LPRBriefed Oct 12

NVIDIA RTX Spark: Grace+Blackwell Windows PCs — 1 PFLOP FP4, 128 GB unified; laptop preorders, Oct. 16 availability

blogs.nvidia.com

October 12, 2026EdgeBriefed Oct 12

OccludeBench: VLMs miss what’s hidden; 42.7% on cue-based occlusion vs 62.7% inferential

arxiv.org

October 12, 2026LabOn deckBriefed Oct 12

UniMergeTrack: merge RGB-T / RGB-Event / RGB-Depth trackers instead of joint-training them

arxiv.org

October 12, 2026LabOn deckBriefed Oct 12

Yakima, WA: live-Flock ban fails 5–2; both ordinances tabled 4–3 until May 2027

yakimaherald.com

October 12, 2026PolicyBriefed Oct 12

NXP & Forlinx: Empowering Industrial Edge AI with i.MX 95 and Ara240 M.2 AI Accelerator

timestech.in

October 10, 2026Lab

Apache Junction, AZ 7–0: Ordinance 1579 makes ALPR/surveillance misuse a Class 1 misdemeanor

pinalpost.com

October 9, 2026PolicyBriefed Oct 9

FastBench: streaming VLMs fail high-dynamic streams; Gemini-3.5-Flash 50.7%, 2 FPS misses the event

arxiv.org

October 9, 2026LabOn deckBriefed Oct 9

Fullerton, CA 3–1: six-month Flock suspension; first OC city to turn the cameras off

dailytitan.com

October 9, 2026LPRBriefed Oct 9

Onboard maritime YOLOX-S on Versal VC1902: tiles keep 98% of vessels at 29% of scene volume

arxiv.org

October 9, 2026LabOn deckBriefed Oct 9

Tewksbury, MA: Town Meeting refers Articles 21–22 to a new STAC for the 2027 Annual Town Meeting

lowellsun.com

October 9, 2026PolicyBriefed Oct 9

Uni-DSM: one denoising score-matching backbone for VAD and VAA

arxiv.org

October 9, 2026LabBriefed Oct 9

VESSI: prompt-driven VLM interrogation of surveillance video; >66% flag rate, >85% review-time cut

arxiv.org

October 9, 2026LabBriefed Oct 9

WOLF-16T9: rugged 3U VPX SBC for NVIDIA IGX Thor — 2070 FP4 TFLOPS, SOSA/VPX REDI

militaryembedded.com

October 9, 2026EdgeBriefed Oct 9

AI Video Analytics for Security: 2026 Buyer's Guide

forasoft.com

October 9, 2026Lab

Axis Brings AI-Powered 360-Degree Radar to Large-Area

enterpriseitworldmea.com

October 9, 2026Other

California Enacts New Laws Governing Employer Use of AI

morganlewis.com

October 9, 2026Policy

The Connectivity Problem Holding Back Edge AI

forbes.com

October 9, 2026Other

New Attention-Driven AI Matches People Across Cameras Without Any Labels

bioengineer.org

October 8, 2026Other

Athens, OH: PD will not renew six Flock cameras; chief says the city is out of ALPR after Feb 2027

athensindependent.com

October 8, 2026LPRBriefed Oct 8

BagDINO: DINOv3 + LoRA multi-view baggage ReID for mishandled airport bags

arxiv.org

October 8, 2026LabOn deckBriefed Oct 8

Illinois: former Joliet Lt Jeremy Harrison indicted on Flock computer-tampering; DuPage charges two more officers the same week

isp.illinois.gov

October 8, 2026PolicyBriefed Oct 8

Kyle, TX 4–3: cover city Flock ALPRs until a May 2027 non-binding ballot

communityimpact.com

October 8, 2026LPRBriefed Oct 8

Liquid AI Open d1: d1-3B and d1-omni-600M on Hugging Face; 16 ms on Jetson AGX Thor

liquid.ai

October 8, 2026EdgeBriefed Oct 8

MOTIP2 (BMVC 2026): spatial priors fix E2E MOT ID switches; 73.4 HOTA DanceTrack

arxiv.org

October 8, 2026LabBriefed Oct 8

PanoPed: sim-to-real panoramic pedestrian tracking; Sextant head +2.19 HOTA on MOTIP

arxiv.org

October 8, 2026LabBriefed Oct 8

Richmond, CA 5–2: Axon drones/CCTV and Verkada yes; ALPRs stripped and sent back for October

grandviewindependent.com

October 8, 2026LPRBriefed Oct 8

UNC–Chapel Hill Police: default Flock sharing with other NC LE is off; request-and-vet only

dailytarheel.com

October 8, 2026PolicyBriefed Oct 8

arXiv: CCDF — deepfake surveillance benchmark; SOTA detectors fail on Grok / VEO / Sora crime clips

arxiv.org

October 7, 2026LabOn deckBriefed Oct 7

arXiv: frozen VideoLLMs already encode evidence readiness for streaming QA

arxiv.org

October 7, 2026LabOn deckBriefed Oct 7

Caldwell, ID 4–1: dump 45 Flock, stand up 65 Axon ALPR / live-feed cameras on a 10-year $6.7M bundle

idahonews.com

October 7, 2026LPRBriefed Oct 7

East Peoria, IL: unanimous +10 Flock cameras, $156,500 / 5 years, next door to the Creve Coeur misuse case

wcbu.org

October 7, 2026LPRBriefed Oct 7

Fayetteville, AR 7–0: no city funds or property for ALPRs (parking 48-hour carve-out)

fayettevilleflyer.com

October 7, 2026PolicyBriefed Oct 7

Scottsdale, AZ: council directs staff not to fund Flock for FY 27/28 and to exit by June 30, 2027

youtube.com

October 7, 2026PolicyBriefed Oct 7

South Windsor, CT 6–3: terminate Flock and pull the readers in 60 days

ctinsider.com

October 7, 2026LPRBriefed Oct 7

TwelveLabs Pegasus 1.6: egocentric video-to-text for physical AI, GA Oct 6

twelvelabs.io

October 7, 2026LabBriefed Oct 7

Ultralytics 8.4.174: Hailo INT8 calibration images now persist; YOLO26 AutoBatch backward-pass fix

github.com

October 7, 2026EdgeBriefed Oct 7

Verkada: Unified Timeline Live Mode and October Command software go live Oct 8

verkada.com

October 7, 2026VMSBriefed Oct 7

Why Camera Systems are Becoming Core to Product Differentiation: From Imaging Devices to Intelligent Perception Systems - Edge AI and Vision Alliance

edge-ai-vision.com

October 7, 2026Other

Smarter Tracking: New AI Method Keeps Watch on Crowded Scenes Without

bioengineer.org

October 7, 2026Other

Chicony Electronics September Revenue Falls 25% YoY to NT$6.214 Billion; Company Enters Robot Vision Perception — BigGo Finance

finance.biggo.com

October 7, 2026Lab

Beyond the Lab Bench: Bridging Advanced AI Models and Industrial Rugge – Premio, Inc.

premioinc.com

October 7, 2026Edge

arXiv: RBA — explainable weakly-supervised video anomaly detection on MLLMs

arxiv.org

October 6, 2026LabOn deckBriefed Oct 6

arXiv: TRIM-ReID — RGB + NIR + thermal ReID with duplication-aware token drop

arxiv.org

October 6, 2026LabOn deckBriefed Oct 6

arXiv: referring MOT on a moving camera — residual motion after ego-motion subtract

arxiv.org

October 6, 2026LabOn deckBriefed Oct 6

Atkinson, NC: first municipality in the state to ban ALPRs outright

wect.com

October 6, 2026PolicyBriefed Oct 6

Clark County School District Police (Las Vegas) will not sign a new Flock MOU

fox5vegas.com

October 6, 2026LPRBriefed Oct 6

Raspberry Pi News: Sixfab AI HAT+ — DEEPX DX-M1M, 25 TOPS ~3 W, shipping now

raspberrypi.com

October 6, 2026EdgeBriefed Oct 6

Village of Milford, MI 7–0: remaining 10 Flock ALPRs will come down when the contract dies this month

clickondetroit.com

October 6, 2026LPRBriefed Oct 6

West Lafayette, IN: unanimous first vote for 7-day ALPR retain and a bar on video / live / voice

basedinlafayette.com

October 6, 2026PolicyBriefed Oct 6

SiMa.ai $150M Series C at $1.45B — on-device chips for cameras, robots, drones

techcrunch.com

October 5, 2026EdgeBriefed Oct 5

arXiv: CHASE-VLA — post-training quantization for vision-language-action models

arxiv.org

October 5, 2026LabOn deckBriefed Oct 5

arXiv: FORESIGHT — training-free “plan the next look” for streaming VLMs

arxiv.org

October 5, 2026LabOn deckBriefed Oct 5

arXiv: Physical AI Smart Spaces — NVIDIA multi-camera 3D bench, ~1,800 cameras, 280+ hours

arxiv.org

October 5, 2026LabOn deckBriefed Oct 5

Cle Elum, WA 3–2 non-renew: five DOJ-grant cameras bagged after the subscription died

nbcrightnow.com

October 5, 2026LPRBriefed Oct 5

Hamilton County, OH: sheriff terminates 75 Flock cameras after a Sept. 3 pause

whio.com

October 5, 2026LPRBriefed Oct 5

LeoSight × Axis — Camera Station Pro, IP cameras, and body-worn into LeoCommand

prnewswire.com

October 5, 2026VMSBriefed Oct 5

Ultralytics 8.4.173 — native `xilinx` export for AMD Versal AI Edge Gen 2 NPUs

github.com

October 5, 2026EdgeBriefed Oct 5

AOC / Sanders / Merkley Ban Flock Act — no federal ALPR, cut grants to cities that keep them

ocasio-cortez.house.gov

October 2, 2026PolicyBriefed Oct 2

arXiv: ASH — zero-shot open-vocab MOT/segmentation on long video, <25 GB GPU

arxiv.org

October 2, 2026LabOn deckBriefed Oct 2

arXiv: FlashBack — training-free “when to remember” for streaming VLMs

arxiv.org

October 2, 2026LabOn deckBriefed Oct 2

arXiv: Video Evidence Indexing — cheap preview, then spend the high-res token budget on the moments that matter

arxiv.org

October 2, 2026LabOn deckBriefed Oct 2

Chesterfield: professional staff charged under Virginia ALPR-use statute + Computer Invasion of Privacy

wtvr.com

October 2, 2026PolicyBriefed Oct 2

Hawley Stop Flock Abuse Act — 10-day delete, written search approval, no face match, US-only data

hawley.senate.gov

October 2, 2026PolicyBriefed Oct 2

Milwaukee County Board unanimous: Flock out of 11 parks by year-end, replace with conventional cameras

wtmj.com

October 2, 2026LPRBriefed Oct 2

Seeing Machines HMR — real-time 3D human mesh at up to 180 FPS on Jetson Thor

seeingmachines.com

October 2, 2026EdgeBriefed Oct 2

Troy, NY 6–0 Local Law 3 — 72-hour retain, felony-tied search; mayor plans to veto

cbs6albany.com

October 2, 2026PolicyBriefed Oct 2

Wausau: Flock rewrote 2026 standard terms twice; 2023 contract still has the budget-exit alders want

wausaupilotandreview.com

October 2, 2026LPRBriefed Oct 2

Advantech ASR-D501 — Qualcomm QCS6490, 12 TOPS in sub-10W UAV companion

advantech.com

October 1, 2026EdgeBriefed Oct 1

arXiv: GaugeVLM — measured 3D interventions fix spatial VLM self-contradiction

arxiv.org

October 1, 2026LabOn deckBriefed Oct 1

arXiv: PhyProbe — physical-consistency scorer for generated video (NeurIPS 2026 poster)

arxiv.org

October 1, 2026LabOn deckBriefed Oct 1

Dallas keeps 321 grant Flock cameras 90 days after Comeaux–Langley meeting

fox4news.com

October 1, 2026LPRBriefed Oct 1

ENERZAi 1.58-bit Optimium — Qwen 3 1.7B on Qualcomm Hexagon, chipmaker kernels in 2 years

donga.com

October 1, 2026EdgeOn deckBriefed Oct 1

Pinellas arrests two former deputies for ALPR / database stalking

baynews9.com

October 1, 2026PolicyBriefed Oct 1

San Jose Rules committee unanimous: draft ALPR ordinance with civil/criminal penalties

mercurynews.com

October 1, 2026PolicyBriefed Oct 1

Tewksbury chief: no other ALPR vendor — 20 cameras covering, Oct 6 bylaw vote

lowellsun.com

October 1, 2026LPRBriefed Oct 1

arXiv: Video-RSI — video agents rewrite their own evidence harness

arxiv.org

September 30, 2026LabOn deckBriefed Sep 30

arXiv: VideoLoop — rewrite working memory so long-video agents stop thrashing

arxiv.org

September 30, 2026LabOn deckBriefed Sep 30

Florida FDOT deadline is today — state-road ALPRs must be down; JSO already dark, Port St. Lucie pulls 18

actionnewsjax.com

September 30, 2026PolicyBriefed Sep 30

Milestone XProtect + Hanwha Similarity Search — one still, find the person or vehicle

milestonesys.com

September 30, 2026VMSBriefed Sep 30

Newburgh, NY votes to end Flock — 14-day stop, unwind the contract

wamc.org

September 30, 2026LPRBriefed Sep 30

NVIDIA VSS Blueprint 3.3 — Adaptive EVS cuts VLM tokens 80%, 46% more real-time streams

developer.nvidia.com

September 30, 2026EdgeBriefed Sep 30

San Francisco keeps Flock, cuts access to 30 days and pulls data off the vendor platform

cbsnews.com

September 30, 2026PolicyBriefed Sep 30

South Lyon, MI 5–2 rejects Flock renewal, covers 2 cameras the same night

clickondetroit.com

September 30, 2026LPRBriefed Sep 30

Sept 29 hard stop: Pinal County sheriff Flock service ends; Dartmouth’s 5 cams expire

pinalpost.com

September 29, 2026LPRBriefed Sep 29

AMD buys Fei-Fei Li’s World Labs for $8.2 billion — spatial models inside the chip stack

ir.amd.com

September 29, 2026LabBriefed Sep 29

arXiv: EdgeVLN — 4-bit VLN on Jetson Orin NX 16 GB, 20.8× faster than streamed BF16

arxiv.org

September 29, 2026LabOn deckBriefed Sep 29

Auburn, NY: ~4,000 CBP/HSI searches of city Flock data — more than Auburn PD

auburnpub.com

September 29, 2026LPRBriefed Sep 29

Critical Link MitySOM-AM62A — TI Sitara 2 TOPS C7x + ISP on industrial SO-DIMM

cnx-software.com

September 29, 2026EdgeBriefed Sep 29

Milestone 19.1% of EMEA VMS + VSaaS — Omdia 2025 share, still #1 since 2021

securityjournaluk.com

September 29, 2026VMSBriefed Sep 29

USAF $2B GUARD draft — MOSA recompete of base cameras, IDS, and AI add-ons

washingtontechnology.com

September 29, 2026OtherBriefed Sep 29

West Lafayette Oct 5: keep 4 Flock cams, cap retain at 7 days, bar video/live/voice

basedinlafayette.com

September 29, 2026PolicyBriefed Sep 29

8devices 8Sight T100 — STM32N6 Neural-ART NPU + Lynred ATI320 LWIR, offline thermal AI

cnx-software.com

September 28, 2026EdgeBriefed Sep 28

arXiv: Rift — Jetson AGX Orin VLM, −78% energy / −69% latency by dropping answer-invariant tiles

arxiv.org

September 28, 2026LabOn deckBriefed Sep 28

arXiv: TrafficFab — edge–cloud fabric for ~400 live CCTV streams (10% of Bangalore) on Jetson + fog

arxiv.org

September 28, 2026LabOn deckBriefed Sep 28

Columbia, PA: 16 years on Milestone XProtect — 83 feeds, wireless, i-PRO, next stop analytics

securityjournalamericas.com

September 28, 2026VMSBriefed Sep 28

Dallas 321 grant cams are off — ~300 city-funded stay; Comeaux meets Flock CEO this week

fox4news.com

September 28, 2026LPRBriefed Sep 28

Livingston Parish unanimous: no new Flock/ALPR on parish ROW — first Louisiana parish ordinance

wbrz.com

September 28, 2026PolicyBriefed Sep 28

New Bedford 8–3 first-reads a temporary ALPR ban — October ordain, then the mayor’s 10 days

newbedfordlight.org

September 28, 2026PolicyBriefed Sep 28

Philadelphia unanimous: tell Harrisburg to ban or cage ALPRs — PPD is not a Flock customer

nbcphiladelphia.com

September 28, 2026PolicyBriefed Sep 28

arXiv: CDKF-Track — cooperative 3D MOT for EdgeAI, up to +28% vs multi-agent SOTA

arxiv.org

September 25, 2026LabOn deckBriefed Sep 25

arXiv: GTR — softmax-free dense backbone, TensorRT on DRIVE AGX Thor in 2.3–8.8 ms

arxiv.org

September 25, 2026LabOn deckBriefed Sep 25

College Station 4–2 keeps 84 Flock cams / ~$400k — mayor absent, four votes were the floor

kbtx.com

September 25, 2026LPRBriefed Sep 25

Genetec CVE-2026-65422 — Media Gateway API can mint thumbnails without playback rights

nvd.nist.gov

September 25, 2026VMSBriefed Sep 25

Lowell 6–5 indefinite pause + Methuen ends Flock — MA cluster, no local misuse found

lowellsun.com

September 25, 2026LPRBriefed Sep 25

Quectel SE200ZC-AP — Rockchip RV1126B, 3 TOPS, five 12MP cameras, 40×40 mm

cnx-software.com

September 25, 2026EdgeBriefed Sep 25

Senate ALPR hearing: Flock / Axon / Motorola / Verkada CEOs no-show; Flock CLO letter to Hawley

thehill.com

September 25, 2026PolicyBriefed Sep 25

Visalia keeps 9 of 22 Flock cams as the privacy fight grows

visaliatimesdelta.com

September 25, 2026LPRBriefed Sep 25

arXiv: LEAP-NBV — foundation-model next-best-view on a Jetson Xavier NX at 3.6 fps / 2.6 J

arxiv.org

September 23, 2026LabOn deckBriefed Sep 23

Cottage Grove, WI unanimous end — and draft an ordinance to ban all future ALPR

wmtv15news.com

September 23, 2026PolicyBriefed Sep 23

Flock posts Bishop Fox 2026 pen-test: 36 findings, 24 fixed; Secure Boot on legacy ALPR

flocksafety.com

September 23, 2026OtherBriefed Sep 23

Monroe, OH unanimous kill — 23 Flock cams, $149,950 two-year deal

local12.com

September 23, 2026LPRBriefed Sep 23

Monterey County 3–2 kills 10-year / $1.7M / 63 Flock — sheriff and DA lost

ksbw.com

September 23, 2026LPRBriefed Sep 23

NVIDIA Isaac ROS 5.0 — agent skills, ROS 2 Lyrical, Jetson Orin Nano → Thor

developer.nvidia.com

September 23, 2026EdgeBriefed Sep 23

Plano disables 90+ Flock after Abbott freeze — not hunting replacement money

nbcdfw.com

September 23, 2026LPRBriefed Sep 23

Qualcomm to buy PickNik / MoveIt — Dragonwing path from VLM to the arm

qualcomm.com

September 23, 2026EdgeOn deckBriefed Sep 23

arXiv: FIVE-VLA — 641M driving VLA, ~4 fps on a T4 (edge proxy), 8–30× faster

arxiv.org

September 22, 2026LabOn deckBriefed Sep 22

arXiv: RoboDawn — agentic VLM drives a robot with translate / rotate / grip; one demo → SOTA

arxiv.org

September 22, 2026LabOn deckBriefed Sep 22

arXiv: TERMon — FPGA runtime monitor on edge AI, two-cycle decision, no BRAM/DSP

arxiv.org

September 22, 2026LabOn deckBriefed Sep 22

Atlanta Flock safeguards sent back to committee — 79 of 115,578 searches flagged

fox5atlanta.com

September 22, 2026PolicyBriefed Sep 22

Brazos County sheriff keeps 10 Flock cams — College Station votes Thursday

govtech.com

September 22, 2026LPRBriefed Sep 22

Kansas City, KS Flock: ~1.1 million queries in 30 days — Houston, Dallas, CHP on top

kcur.org

September 22, 2026PolicyBriefed Sep 22

Microchip closes Hailo — edge AI cameras now sit inside a broadline MCU house

globenewswire.com

September 22, 2026EdgeBriefed Sep 22

Ohio AG + FOP: make Flock misuse a felony; Cutrona wants warrants for outside searches

ohiocapitaljournal.com

September 22, 2026PolicyBriefed Sep 22

Aetina AIE-KT78 / KT68 — Jetson Thor boxes with 8× GMSL2 + EtherCAT

roboticstomorrow.com

September 18, 2026EdgeBriefed Sep 18

arXiv: PROVIA — online mistake detection on full egocentric trials, 58–70 fps

arxiv.org

September 18, 2026LabOn deckBriefed Sep 18

arXiv: Real-Time EXPO-FT — VLA proposes, a fast editor reacts; 42% → 97% in 10 minutes of robot data

arxiv.org

September 18, 2026LabOn deckBriefed Sep 18

Englewood unanimous Flock kill — $27.5k exit + $6k removal; Axon 3–3 pause

denver7.com

September 18, 2026LPRBriefed Sep 18

Lansing explores an outright ALPR ban — 6–8 weeks to draft, after Flock already canceled

wilx.com

September 18, 2026PolicyBriefed Sep 18

Marinette 9–0 ends Flock — after the mayor already bagged the cams

fox11online.com

September 18, 2026LPRBriefed Sep 18

Milwaukee FPC: MPD wants to keep Flock — 7-day retain, supervisors only, no ICE

fox6now.com

September 18, 2026LPRBriefed Sep 18

Robox AI — edge-cloud overlay on existing IP cameras; POV available now

sourcesecurity.com

September 18, 2026VMSBriefed Sep 18

arXiv: rMuscle — VLA “muscle memory” cache, 1.29–1.42× on Jetson Thor

arxiv.org

September 17, 2026LabOn deckBriefed Sep 17

arXiv: Tracking the Unseen — YOLOv11n + Kalman + ReID through full/long occlusion

arxiv.org

September 17, 2026LabOn deckBriefed Sep 17

Axelera Europa — 629 TOPS / 45 W, H.265 on-card, Dell + Supermicro now

reuters.com

September 17, 2026EdgeBriefed Sep 17

Houston to lose 224 of 553 Flock cams after Abbott freeze — Diaz: “tough decisions”

houstonchronicle.com

September 17, 2026LPRBriefed Sep 17

Lehigh Valley: ≥238 ALPRs; Shapiro open to a ban; Allentown logs in court

mcall.com

September 17, 2026PolicyBriefed Sep 17

Lexington Flock: 7M searches Jan–July; 96% out-of-state — Houston 349k, Dallas 297k

wkyt.com

September 17, 2026PolicyBriefed Sep 17

Steubenville 6–1 keep — cameras were already up; petition could force a ballot shutdown

wtov9.com

September 17, 2026LPRBriefed Sep 17

TEPCO Power Grid: Genetec Security Center for 30,000 cameras across 1,600 sites

securitytoday.com

September 17, 2026VMSBriefed Sep 17

arXiv: AVNet — one model classifies emergency vehicles from audio, video, or both

arxiv.org

September 16, 2026LabOn deckBriefed Sep 16

arXiv: PhysStream — streaming physics-grounded video with online scene memory + object tracks

arxiv.org

September 16, 2026LabOn deckBriefed Sep 16

Carrollton 6–1 renews Flock — 67 → 82 cams, $1.19M / 3 years, no state money

keranews.org

September 16, 2026LPRBriefed Sep 16

cynapse.ai cySecurity at GSX — VLM + agentic overlay on any VMS

securityinfowatch.com

September 16, 2026VMSOn deckBriefed Sep 16

Dallas 321 grant cams did not go dark yesterday — 10-day notice, off Sept 25

fox4news.com

September 16, 2026LPRBriefed Sep 16

El Paso unanimous — pull 150 fixed Flock cams in 60 days; council must OK any successor

elpasotimes.com

September 16, 2026LPRBriefed Sep 16

Hilliard, OH unanimous pause — not on the agenda; no misuse finding

abc6onyourside.com

September 16, 2026LPRBriefed Sep 16

IQSIGHT at GSX — FLEXIDOME multi 7100i (4 imagers, IVA Pro) + BVMS 14.0 person-track

securityinfowatch.com

September 16, 2026EdgeBriefed Sep 16

arXiv: BVB / Blender-VideoBench — if the agent understood the video, it can rebuild it in Blender

arxiv.org

September 15, 2026LabOn deckBriefed Sep 15

arXiv: PhysBrain 1.5 — 8B VLM → physical foundation model (understand / act / predict)

arxiv.org

September 15, 2026LabOn deckBriefed Sep 15

Boston abandons Flock — sharing toggles unset within 3 days of a no-cost pilot

wbur.org

September 15, 2026LPRBriefed Sep 15

Gadsden County, FL 4–1 — Flock dies Oct 1; no replacement named

wctv.tv

September 15, 2026LPRBriefed Sep 15

Green Bay keeps 42 Flock cams (retain 30 → 7) — De Pere bags until Nov 15

wbay.com

September 15, 2026LPRBriefed Sep 15

Marshall County, IN Council 4–3 defunds 6 county-paid Flock cams

wndu.com

September 15, 2026LPRBriefed Sep 15

OpenEye OWS → CENTEGIX CrisisAlert — panic button pulls live nearby cameras

markets.businessinsider.com

September 15, 2026VMSBriefed Sep 15

Universal Robots Gen 7 — AI-ready flange, CB7 +40% compute, cameras without a dress kit

universal-robots.com

September 15, 2026EdgeBriefed Sep 15

arXiv: CFD — caption once on the edge, pull frames only when the question needs pixels

arxiv.org

September 14, 2026LabOn deckBriefed Sep 14

arXiv: EVPeriscope — ground robot’s event camera tracks a drone by its propellers

arxiv.org

September 14, 2026LabOn deckBriefed Sep 14

arXiv: FARM — 34k-param readout on a frozen robot world model flags failure

arxiv.org

September 14, 2026LabOn deckBriefed Sep 14

Boulder keeps Flock through spring — retain 28 → 14 days; council does not vote

dailycamera.com

September 14, 2026PolicyBriefed Sep 14

Dallas: 321 of 689 Flock cams go dark tomorrow — city keeps the rest, 365-day retain

keranews.org

September 14, 2026LPRBriefed Sep 14

Innodisk APEX-A200: Dragonwing IQ-9075, 8× GMSL2, YOLOv10n 8 ch @ 29 fps, on-device VLM

prweb.com

September 14, 2026EdgeBriefed Sep 14

New Bedford ordinance: public hearing + council vote before any new LPR; full council Sept 24

newbedfordguide.com

September 14, 2026PolicyBriefed Sep 14

OpenEye at GSX today — AI Visual Search / Check in OWS, cloud cameras, active deterrence

openeye.net

September 14, 2026VMSOn deckBriefed Sep 14

arXiv: MMGait — RGB + IR + depth + LiDAR + radar gait bench; one model, missing sensors

arxiv.org

September 11, 2026LabOn deckBriefed Sep 11

arXiv: Point4D — feed-forward 4D tracks across 200+ frames, not a 30-frame window

arxiv.org

September 11, 2026LabOn deckBriefed Sep 11

Conroe keeps Flock in the FY26–27 budget — 51 cameras, 642 searches / 894k scans

click2houston.com

September 11, 2026LPRBriefed Sep 11

Jefferson County, WI sheriff: “I feel that we were lied to” — 2025 case files went public

wmtv15news.com

September 11, 2026LPRBriefed Sep 11

Manvel 6–0 — 16 cameras bagged; Flock on the record: customer video trains the AI

abc13.com

September 11, 2026LPRBriefed Sep 11

March Networks + VIVOTEK first joint GSX — Searchlight AI included, C•CURE + VORTEX cloud

prnewswire.com

September 11, 2026VMSOn deckBriefed Sep 11

Milestone XProtect at Resorts World Las Vegas — ~5,800 cameras, Axis/Bosch/Hanwha + BriefCam/Oosto

securityinfowatch.com

September 11, 2026VMSBriefed Sep 11

arXiv: LogiScope-VQA — warehouse VLM hazard bench; GPT-class models still miss human

arxiv.org

September 10, 2026LabOn deckBriefed Sep 10

arXiv: TempoGround — streaming VLM grounding (enter / stay / leave) then 3D box

arxiv.org

September 10, 2026LabOn deckBriefed Sep 10

arXiv: VLX-VR — agentic video reasoning with a Think–Memory–Observation loop

arxiv.org

September 10, 2026LabOn deckBriefed Sep 10

Honeywell at GSX Atlanta (Sept 14–16) — MAXPRO + OnGuard + cloud Elements, 35 Series eNVR

sourcesecurity.com

September 10, 2026VMSOn deckBriefed Sep 10

Lebanon, Ohio: 54 unanswered questions — bags on 20 cameras; terminate failed 4–3

wvxu.org

September 10, 2026LPRBriefed Sep 10

Liberty Hill 7–0 — terminate Flock, pull the seven cameras now, kill the October auto-renew

fox7austin.com

September 10, 2026LPRBriefed Sep 10

NC SBI charges a former Wrightsville Beach officer — misdemeanor misuse of an LPR system

wect.com

September 10, 2026PolicyBriefed Sep 10

New Hanover County 4–0 — $219k / 20 cameras; 2.98 million searches; SBI statewide poles stay

wect.com

September 10, 2026LPRBriefed Sep 10

AGC-VLN: training-free UAV + UGV collab via a shared bird’s-eye map

arxiv.org

September 9, 2026LabOn deckBriefed Sep 9

Antioch raises $32M Series A (Greylock) — sim platform on NVIDIA Isaac, customer Ring

morningstar.com

September 9, 2026LabOn deckBriefed Sep 9

arXiv: MINT — world-space camera + hand motion from egocentric RGB (physical AI)

arxiv.org

September 9, 2026LabOn deckBriefed Sep 9

arXiv: ReactVAU — streaming anomaly understanding, heavy VLM only when the fast path fires

arxiv.org

September 9, 2026LabOn deckBriefed Sep 9

Bastrop: terminate Flock and bar any future ALPR — not just this vendor

kbtx.com

September 9, 2026PolicyBriefed Sep 9

Fox Valley: Menasha 7–1 off Flock; Neenah committee unanimous; Waupaca County suspends county-wide

fox11online.com

September 9, 2026LPRBriefed Sep 9

Kenosha’s swap is 31-for-31 — Outpost is ALPR + live video; Lightpost streetlights are the next SKU

fox6now.com

September 9, 2026LPRBriefed Sep 9

Sheboygan Common Council unanimous — Flock contract dead; chief is not shopping Axon

fox6now.com

September 9, 2026LPRBriefed Sep 9

UNC Charlotte: pose-token VAD on a Jetson box, existing CCTV, no faces

eetimes.com

September 9, 2026EdgeBriefed Sep 9

Arizona: 11 cities off Flock; Queen Creek keeps the cameras with a class-1 misdemeanor for knowing misuse

kjzz.org

September 8, 2026PolicyBriefed Sep 8

arXiv: VLM as a tracker tuner — no target labels, recovers most of the MOT17→MOT20 drop

arxiv.org

September 8, 2026LabOn deckBriefed Sep 8

arXiv: weakly supervised video anomaly detection at event level, not fixed top-k snippets

arxiv.org

September 8, 2026LabOn deckBriefed Sep 8

Flock goes on the record: Traffic Analytics is a separate SKU, 5-year aggregates, “we do not sell the data”

fox6now.com

September 8, 2026LPRBriefed Sep 8

Harris County Judge Hidalgo calls a special Commissioners Court — renewal passed without the promised oversight

linahidalgotx.substack.com

September 8, 2026PolicyBriefed Sep 8

Kenosha: terminate Flock a year early, keep ALPR — 10-year Axon with 31 Outpost poles

fox6now.com

September 8, 2026LPRBriefed Sep 8

Milwaukee keeps Flock — public transparency portal plus supervisor-only search

fox6now.com

September 8, 2026LPRBriefed Sep 8

NVIDIA: frontier reasoning models on Jetson — NVFP4 + speculative decode up to 6.28× vs BF16

developer.nvidia.com

September 8, 2026EdgeOn deckBriefed Sep 8

QNX SDP 8.0 adds Hailo-8 — RTOS + NPU for boxes, not a new camera SKU

qnx.software

September 8, 2026EdgeBriefed Sep 8

USI ships an edge AI smart camera for factory inspection — ODM, on-device, production-proven in its own plants

manilatimes.net

September 8, 2026EdgeBriefed Sep 8

Barnstable, MA: 7–3 to pull four cameras over the chief’s objection

capecodtimes.com

September 7, 2026OtherBriefed Sep 7

California SB 1013 dies without a floor vote — fifth straight year of failed ALPR rules

calmatters.org

September 7, 2026PolicyBriefed Sep 7

CSI-VAD training-free VLM VAD

arxiv.org

September 7, 2026LabOn deckBriefed Sep 7

El Paso halts 150 MVCPA cameras — poles stay, chief warns of slower cases

elpasomatters.org

September 7, 2026OtherBriefed Sep 7

Fond du Lac + Winnebago: out-of-state FOIA dumped active-investigation search logs onto the public internet

fox11online.com

September 7, 2026OtherBriefed Sep 7

InternVideo3 agentic long-video

arxiv.org

September 7, 2026LabOn deckBriefed Sep 7

Leander: 15 cameras physically off the poles the morning after a packed council

leandertx.gov

September 7, 2026PolicyBriefed Sep 7

Racine County: Flock’s Traffic Analytics product keeps a 5-year commercial dataset — sheriff dumps the vendor, not ALPR

wisn.com

September 7, 2026LPRBriefed Sep 7

Abbott froze new Flock money — Texas DPS is keeping the cameras, and the graph is nationwide

texastribune.org

September 4, 2026LPRBriefed Sep 4

Bastrop bags 12 cameras now; terminate vote is Sept. 8

kxan.com

September 4, 2026OtherBriefed Sep 4

Elgin PD pauses all 25 Flock units — city general-fund cameras, not just the grant

elgintexas.gov

September 4, 2026LPRBriefed Sep 4

Lynchburg 6–0 to end Flock — 15 ALPRs and 54 gunshot sensors

wsls.com

September 4, 2026LPRBriefed Sep 4

Qualcomm Dragonwing Q-2390 / IQ-2390: 1.1 TOPS, two cameras, industrial temp — not an NVR SoC

qualcomm.com

September 4, 2026VMSBriefed Sep 4

TPPF / Overton poll: 64% of likely Texas voters oppose intersection ALPRs

dailycaller.com

September 4, 2026OtherBriefed Sep 4

Dallas blight cameras survive a budget hit — West tables $852k cut for a December hearing

nbcdfw.com

September 3, 2026OtherBriefed Sep 3

Dallas straw-votes against killing city Flock money — 321 still die Sept. 15

dallasnews.com

September 3, 2026LPRBriefed Sep 3

Greenville, NC kills a 10-camera Flock buy before a single pole goes up

carolinajournal.com

September 3, 2026LPRBriefed Sep 3

Newburgh, NY audit: hundreds of thousands of outside searches hit the city’s Flock net — including “ICE” / HSI

wamc.org

September 3, 2026LPRBriefed Sep 3

Robinson, TX: unanimous kill of 11 MVCPA cameras — DPS poles on Hwy 77 stay

fox44news.com

September 3, 2026OtherBriefed Sep 3

Virginia sheriffs walk: Campbell, Appomattox, Wytheville — “best tool in 20 years” and they still dropped it

wdbj7.com

September 3, 2026OtherBriefed Sep 3

Dallas sanitation trucks: City Detect AI is blight-scoring 21,000 properties

nbcdfw.com

September 2, 2026PolicyBriefed Sep 2

Dallas will shut off 321 Flock cameras Sept. 15 — Abbott freeze now has a body count

dallasnews.com

September 2, 2026LPRBriefed Sep 2

Florida’s other kill switch: FDOT yanks highway ALPR permits; Putnam and Cape Coral go dark

gizmodo.com

September 2, 2026LPRBriefed Sep 2

Fox Cities, WI: Neenah chief wants off Flock but not off LPR; Menasha bags cameras the same day

postcrescent.com

September 2, 2026LPRBriefed Sep 2

Massachusetts: Abington and Ayer terminate; Southbridge pauses — Groton was not a one-off

boston.com

September 2, 2026OtherBriefed Sep 2

Nevada: a 2027 ALPR ban bill vs. committee “guardrails” — and Sparks already swapped Flock for Axon

nevadacurrent.com

September 2, 2026LPRBriefed Sep 2

Axis survey: 58% more comfortable with video than five years ago — 66% still fear false positives and misuse

newsroom.axis.com

September 1, 2026OtherBriefed Sep 1

Dallas: $1.5M budget cut would “essentially terminate” a 670-camera / $5.7M Flock contract

nbcdfw.com

September 1, 2026LPRBriefed Sep 1

Groton, MA terminates Flock now — Working Group still aiming at Spring 2027 Town Meeting

grotonma.gov

September 1, 2026LPRBriefed Sep 1

Scientific Reports: YOLOv8n hits 96.3% mAP on an 8-class in-cabin driver-activity set

nature.com

September 1, 2026LabBriefed Sep 1

West Palm Beach PD: BriefCam + Peregrine + Axon on hundreds of city and private cameras

palmbeachpost.com

September 1, 2026PolicyBriefed Sep 1

Abbott freezes Texas state money for Flock — $30M grant machine, locals still on the hook

washingtonpost.com

August 31, 2026LPRBriefed Aug 31

ARK “Just A Pi”: NDAA CM5 carrier, 2× CSI, $335 — made in USA

cnx-software.com

August 31, 2026PolicyBriefed Aug 31

D-Robotics RDK S100P: 128 TOPS INT8, 4× GMSL option, $899 Jetson-NX alternative

cnx-software.com

August 31, 2026EdgeBriefed Aug 31

Hawley: 20 billion plate snapshots a month, no federal statute, and the audit didn’t catch Milwaukee

hawley.senate.gov

August 31, 2026LPRBriefed Aug 31

OpenSecrets: Flock spent ~$2.4M lobbying while DeFlock hits 120+ pullouts

arkansasadvocate.com

August 31, 2026LPRBriefed Aug 31

Pennsylvania: three GOP/Dem ALPR bills — including a ban on networked pole cameras

penncapital-star.com

August 31, 2026LPRBriefed Aug 31

Arizona AG Mayes opens a statewide ALPR / Flock review

azmirror.com