Spectral Analysis Comparison of Pushbroom and Snapshot Hyperspectral Cameras for In-Vivo Brain Tissues and Chromophores Identification
Martin-Perez, A.; Martinez de Ternero, A.; Lagares, A.; Juarez, E.; Sanz, C.
Show abstract
SignificanceHyperspectral imaging sensors have rapidly advanced, aiding in tumor diagnostics for in-vivo brain tumors. Linescan cameras effectively distinguish between pathological and healthy tissue, while snapshot cameras offer a potential alternative to reduce acquisition time. AimOur research compares linescan and snapshot hyperspectral cameras for in-vivo brain tissues and chromophores identification. ApproachWe compared a lines-can pushbroom camera and a snapshot camera using images from 10 patients with various pathologies. Objective comparisons were made using unnormalized and normalized data for healthy and pathological tissues. We utilized Interquartile Range (IQR) for the Spectral Angle Mapping (SAM), the Goodness-of-Fit Coefficient (GFC), and the Root Mean Square Error (RMSE) within the 659.95 to 951.42 nm range. Additionally, we assessed the ability of both cameras to capture tissue chromophores by analyzing absorbance from reflectance information. ResultsThe SAM metric indicates reduced dispersion and high similarity between cameras for pathological samples, with a 9.68% IQR for normalized data compared to 2.38% for unnormalized data. This pattern is consistent across GFC and RMSE metrics, regardless of tissue type. Moreover, both cameras could identify absorption peaks of certain chromophores. For instance, using the absorbance measurements of the linescan camera we obtained SAM values below 0.235 for four peaks, regardless of the tissue and type of data under inspection. These peaks are: one for cytochrome b in its oxidised form at{lambda} = 422 nm, two for HbO2 at{lambda} = 542 nm and{lambda} = 576 nm, and one for water at{lambda} = 976 nm. ConclusionThe spectral signatures of the cameras show more similarity with unnormalized data, likely due to snapshot sensor noise, resulting in noisier signatures post-normalization. Comparisons in this study suggest that snapshot cameras might be viable alternatives to linescan cameras for real-time brain tissues identification.
Matching journals
The top 1 journal accounts for 50% of the predicted probability mass.
Similar papers in this journal
- Portable Six-Channel Laser Speckle System for Simultaneous Cerebral Blood Flow and Volume Measurement with Potential Application for Characterization of Brain Injury 95%
- Deformable mirror-based two-photon microscopy for axial mammalian brain imaging 93%
- A Method for Optimizing Imaging Parameters to Record Neuronal and Cellular Activity at Depth with Bioluminescence 92%
Similar papers in this journal
- Targeted spectroscopy in the eye fundus 97%
- Application of Transfer Learning for Rapid Calibration of Spatially-resolved Diffuse Reflectance Probes for Extraction of Tissue Optical Properties 96%
- Machine learning assisted mid-infrared spectrochemical fibrillar collagen imaging in clinical tissues 95%
Similar papers in this journal
- Machine learning-enabled cancer diagnostics with widefield polarimetric second-harmonic generation microscopy 95%
- Unsupervised determination of lung tumor margin with widefield polarimetric second-harmonic generation microscopy 95%
- Diagnosis of Duchenne Muscular Dystrophy using Raman Hyperspectroscopy 94%
Similar papers in this journal
- On the prediction of arginine glycation using artificial neural networks 89%
- A computational study on the role of parameters for identification of thyroid nodules by infrared images (and its comparison with real data) 89%
- Combining Indoor Positioning Using Wi-Fi Round-trip Time with Dust Measurement in the Field of Occupational Health 89%
Similar papers in this journal
- Non-Degenerate Two-Photon Imaging of Deep Rodent Cortex using Indocyanine Green in the water absorption window 95%
- A scalable, multi-wavelength, broad bandwidth frequency-domain near-infrared spectroscopy platform for real-time quantitative tissue optical imaging 95%
- Characterization of a fiber-coupled SPAD camera system for deep-tissue blood-flow measurement using diffuse correlation spectroscopy 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.