Vision-Language Models and Generative AI
2 weeks ago
Job Description
Roles & Responsibilities:
Conduct deep research in:
- Vision-Language and Multimodal AI for perception and semantic grounding
- Cross-modal representation learning for real-world sensor fusion (camera, lidar, radar, text)
- Multimodal generative models for scene prediction, intent inference, or simulation
- Efficient model architectures for edge deployment in automotive and factory systems
- Evaluation methods for explain ability, alignment, and safety of VLMs in mission-critical applications
- Spin newer research directions and drive AI research programs for autonomous driving, ADAS, and Industry 4.0 applications.
- Create new collaborations within and outside of Bosch in relevant domains.
- Contribute to Bosch's internal knowledge base, open research assets, and patent portfolio.
- Lead internal research clusters or thematic initiatives across autonomous systems or industrial AI.
- Mentor and guide research associates, interns, and young scientists.
Qualifications
Educational qualification:
Ph.D. in Computer Science / Machine Learning / AI / Computer Vision or equivalent
Experience:
8+ years (post PhD) in AI related to Vision and Language modalities, excellent exposure and hands on research in GenAI, VLMs, Multimodal AI, or Applied AI Research.
Mandatory/requires Skills:
Deep expertise in:
- Vision-Language Models (CLIP, Flamingo, Kosmos, BLIP, GIT) and multimodal transformers
- Open- and closed-source LLMs (e.g., LLaMA, GPT, Claude, Gemini) with visual grounding extensions
- Contrastive learning, cross-modal fusion, and structured generative outputs (e.g., scene graphs)
- PyTorch, HuggingFace, OpenCLIP, and deep learning stack for computer vision
- Evaluation on ADAS/mobility benchmarks (e.g., nuScenes, BDD100k) and industrial datasets
- Strong track record of publications in relevant AI/ML/vision venues
- Demonstrated capability to lead independent research programs
- Familiarity with multi-agent architectures, RLHF, and goal-conditioned VLMs for autonomous agents
Preferred Skills:
Hands-on experience with:
- Perception stacks for ADAS, SLAM, or autonomous robots
- Vision pipeline tools (MMDetection, Detectron2, YOLOv8) and video understanding models
- Semantic segmentation, depth estimation, 3D vision, and temporal models
- Industrial datasets and tasks: defect detection, visual inspection, operator assistance
- Lightweight or compressed VLMs for embedded hardware (e.g., in vehicle ECUs or factory edge)
- Knowledge of reinforcement learning or planning in embodied AI context
- Strong academic or industry research collaborations
- Understanding of Bosch domains and workflows in mobility and manufacturing
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