Induj Gupta

Full-stack · AI · Security

0%

TCVM-Net

(2026)

The problem
Check whether traffic-vision predictions stay consistent when someone tries to fool them.
What I built
A temporal verifier wraps YOLOv8 and ByteTrack and checks confidence stability, motion continuity, and short-gap recovery across frames.
How it was tested
Benchmarked against patch, sticker, occlusion, and FGSM/PGD attacks on accuracy, attack success rate, and latency, with a reproducible training and evaluation pipeline. CVIP 2026 submission.
Computer Vision / Research · Solo build · Python · PyTorch · YOLOv8 · OpenCV
Image-TCVM-Net-0
Image-TCVM-Net-1
Image-TCVM-Net-2
Image-TCVM-Net-3
Image-TCVM-Net-4

Got a system

worth building?

Let's break it too.

Open to 2027 new-grad roles in full-stack, AI, and security. Slice a few logos while you think.