8 papers
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…
The Dark Regulome: Disentangling Predictability from Regulation in Genomic Foundation Models
Chahat Baranwal, Aaditya Baranwal, Lakshya Nitin Tandon
High-grade gliomas integrate into neural circuits through functional synapses with neurons, raising the question of which noncoding elements shape synaptogenic gene expression in t…
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…
BareBones: Benchmarking Zero-Shot Geometric Comprehension in VLMs
Aaditya Baranwal, Vishal Yadav, Abhishek Rajora
While Vision-Language Models (VLMs) demonstrate remarkable zero-shot recognition capabilities across a diverse spectrum of multimodal tasks, it yet remains an open question whether…
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…