Hi ๐! Iโm an AI researcher interested in building scalable multimodal systems and advancing visual intelligence.
๐ฅ News
- 2026.07: ย ๐ EarthCamQA, has been accepted at iEMSs and is now available on: [Paper] [Code]
- 2026.03: ย ๐ MoCrop, has been accepted at IEEE IJCNN. paper [code]
- 2026.02: ย ๐ MoCLIP-Lite, has been accepted at IEEE CISP and is now available on IEEE Xplore: paper [code]
- 2026.01: ย ๐ TinyDrop has been accepted at IEEE ICASSP!
- 2025.10: ย ๐ค Contributed MV-Only (high-speed mode) to mv-extractor. [upstream] [my fork] [PyPI]
- 2025.09: ย ๐ Preprinted MVP on arXiv: paper [code]
๐ Latest Publications
2026
-
EarthCamQA: An Agentic LLMโVLM Framework for Real-Time Visual Question Answering in Urban Environments
B. Huang, W. Yao, Y. Li, DA. Cabrera, S. Dev
iEMSs 2026 [Paper] [Code] -
MoCrop: Training Free Motion Guided Cropping for Efficient Video Action Recognition
B. Huang, W. Yao, S. Chen, G. Wang, Q. Wang, S. Dev
IEEE IJCNN 2026 [Paper] [Code] -
TinyDrop: Tiny Model Guided Token Dropping for Vision Transformers
G. Wang, Q. Wang, B. Huang, S. Chen, D. John
IEEE ICASSP 2026 [Paper]
2025
-
MoCLIP-Lite: Efficient Video Recognition by Fusing CLIP with Motion Vectors
B. Huang, N. Wang, A. Parakash, S. Dev
IEEE CISP 2025 [Paper] [Code] -
MVP: Motion Vector Propagation for Zero-Shot Video Object Detection
B. Huang, N. Wang, W. Yao, S. Dev
arXiv preprint [Paper] [Code] -
Optimal Brain Connection: Towards Efficient Structural Pruning
S. Chen, W. Ma, B. Huang, Q. Wang, G. Wang, W. Sun, L. Huang, D. John
arXiv preprint [Paper] -
DCentNet: Decentralized multistage biomedical signal classification using early exits
X. Li, B. Huang, B. Cardiff, D. John
Biomedical Signal Processing and Control [Paper] [Code]
2024
- Dynamic liquid volume estimation using optical tactile sensors and spiking neural network
B. Huang, S. Fang, M. Yin et al.
Springer - Intelligent Service Robotics [Paper]
๐งฉ Open-Source Contributions
- mv-extractor โ Contributor (2025)
A fast H.264/MPEG-4 motion-vector extractor with optional RGB decode skipping.
โข Key: Implemented Motion-Vectors-Only / frame-decode skipping mode; docs & tests; acknowledged upstream.
โข Links: Upstream ยท My fork ยท PyPI
๐จโ๐ป Service
- Session Chair: IJCNN2026
- Program Committee: AAAI2027, AAAI2026, SWC2026
- Session Assistant: RCAR2023
- Reviewer: IEEE T-PAMI, IEEE T-IP, IEEE T-MM, IEEE T-ASE, IEEE T-IM, AAAI, ACM MM, IEEE ICRA, IEEE ICASSP, IEEE IJCNN, BMVC
๐จโ๐ป Research Focuses
โข Video Understanding (Outputs) 2025 - present โข Model Compression (Outputs) 2023 - 2025 โข Embodied Intelligence (Outputs) 2021 - 2023
๐โโ๏ธ Personal life
- ๐โโ๏ธ Completed two marathons (42.195 km)