13 papers
A Generative Approach for Improving Multi-Label Defect Classification in Photovoltaic Modules
Abdul Mueez, Yogesh S. Rawat, Shruti Vyas
This paper addresses the challenge of multi-label defect classification in electroluminescence (EL) images of photovoltaic (PV) cells. Training models on images where multiple defe…
Robust Onion: Peeling Open Vocab Object Detectors Under Noise
Priyank Pathak, Mukilan Karuppasamy, Aaditya Baranwal +2
The impact of real-world noise on Open Vocabulary Object Detectors (OV-ODs) remains poorly understood due to their architectural complexity. We present our comprehensive analysis R…
PHOEBI: An Open-World Benchmark for Bacterial Identification in Phase-Contrast Microscopy
Aaditya Baranwal, Md Jahid Hasan, Shruti Vyas
Optical microscopy enables rapid, label-free imaging of live bacteria and is the standard instrument for species identification across clinical, environmental, and industrial micro…
MolSight: Molecular Property Prediction with Images
Aaditya Baranwal, Akshaj Gupta, Yogesh S Rawat +1
Every molecule ever synthesised can be drawn as a 2D skeletal diagram, yet in modern property prediction this universally available representation has received less focus in favour…
Bridging Foundation Models and ASTM Metallurgical Standards for Automated Grain Size Estimation from Microscopy Images
Abdul Mueez, Shruti Vyas
Extracting standardized metallurgical metrics from microscopy images remains challenging due to complex grain morphology and the data demands of supervised segmentation. To bridge…
ChemPro: A Progressive Chemistry Benchmark for Large Language Models
Aaditya Baranwal, Shruti Vyas
We introduce ChemPro, a progressive benchmark with 4100 natural language question-answer pairs in Chemistry, across 4 coherent sections of difficulty designed to assess the profici…