Cherish Puniani

Core Member, DSG IIT Roorkee

---

Education

• B.Tech, Mechanical Engineering, IIT Roorkee (2023–2027)

---

Research Interests

• Machine Learning
• Deep Generative Models
• Self-Supervised Learning
• Computer vision

---

Projects

• Image-Alchemy
  Generating personalised images through diffusion using 3-4 subject images.
• ISRO- High-Resolution Lunar Elemental Mapping
  Spectral Analysis to determine elemental abundance on lunar surface using CH-2.
• Impact of Language Guidance: A Reproducibility Study
  Studied the impact of language guidance on self-supervised learning frameworks. —

Publications

• Sharma, K., Nema, O., Tiwari, A., & Puniani, C. (2025). Image-Alchemy: Advancing Subject Fidelity in Personalized Text-to-Image Generation. ICLR DELTA Workshop.

---

Roles at DSG

• Co-lead, BH’25
• Mentor, BYOP Track

---

Follow

GitHub | LinkedIn

---