Methods

Wang et al.'s novel VLM approach using graph traversal CoT and faithful recognition principles to improve optical …...

Sadawi et al.'s enhanced MolRec system achieving 95%+ accuracy on simple structures but struggling with complex …...

Sadawi et al.'s analysis of MolRec's performance on chemical structure recognition, achieving 95% accuracy on 1000 …...

Morin et al.'s method for creating molecular fingerprints directly from images using instance segmentation of functional …...

Xiong et al.'s deep learning system for extracting chemical structures from literature images using ResNet-Transformer …...

Fujiyoshi et al.'s segment-based approach for recognizing chemical structures in challenging Japanese patent images with …...

Clevert et al.'s two-stage CNN approach for converting molecular images to SMILES using CDDD embeddings and extensive …...

Chen et al.'s dual-stream encoder approach for robust molecular structure recognition from diverse real-world images …...

Filippov & Nicklaus's open-source rule-based system for converting molecular structure images into machine-readable …...

Fang et al.'s method for converting molecular structure images from scientific documents into machine-readable formats …...

Liu et al.'s ICLR 2025 paper introducing DenoiseVAE, which learns adaptive, atom-specific noise for better molecular …...

Lu et al. introduce SpaceFormer, a Transformer that models entire 3D molecular space—not just atoms—for superior …...