The dataset viewer is not available for this split.
Error code: FeaturesError
Exception: ArrowInvalid
Message: Schema at index 1 was different:
SourceFile: string
ExifToolVersion: double
FileName: string
Directory: string
FileSize: string
FileModifyDate: string
FileAccessDate: string
FileCreateDate: string
FilePermissions: string
FileType: string
FileTypeExtension: string
MIMEType: string
JFIFVersion: double
ExifByteOrder: string
Make: string
Model: string
XResolution: int64
YResolution: int64
ResolutionUnit: string
Software: string
ModifyDate: string
FNumber: double
ApertureValue: double
FocalLength: string
SubSecTimeOriginal: int64
FocalPlaneResolutionUnit: string
GPSLatitudeRef: string
GPSLongitudeRef: string
GPSAltitudeRef: string
GPSMapDatum: string
Compression: string
ThumbnailOffset: int64
ThumbnailLength: int64
About: string
AbsoluteAltitude: double
RelativeAltitude: double
GimbalRollDegree: double
GimbalYawDegree: double
GimbalPitchDegree: double
FlightRollDegree: double
FlightYawDegree: double
FlightPitchDegree: double
CentralTemperature: int64
TlinearGain: int64
BandName: string
CentralWavelength: int64
WavelengthFWHM: int64
CreatorSoftware: string
RawThermalImageWidth: int64
RawThermalImageHeight: int64
RawThermalImageType: string
RawThermalImage: string
Emissivity: double
ObjectDistance: string
ReflectedApparentTemperature: string
AtmosphericTemperature: string
IRWindowTemperature: string
IRWindowTransmission: double
RelativeHumidity: string
PlanckR1: double
PlanckB: int64
PlanckF: int64
AtmosphericTransAlpha1: double
AtmosphericTransAlpha2: double
AtmosphericTransBeta1: double
AtmosphericTransBeta2: double
AtmosphericTransX: double
CameraTemperatureRangeMax: string
CameraTemperatureRangeMin: string
CameraTemperatureMaxClip: string
CameraTemperatureMinClip: string
CameraTemperatureMaxWarn: string
CameraTemperatureMinWarn: string
CameraTemperatureMaxSaturated: string
CameraTemperatureMinSaturated: string
CameraModel: string
CameraPartNumber: string
CameraSerialNumber: string
CameraSoftware: string
LensModel: string
LensPartNumber: string
LensSerialNumber: string
FieldOfView: string
FilterModel: string
FilterPartNumber: string
FilterSerialNumber: string
PlanckO: int64
PlanckR2: double
RawValueRangeMin: int64
RawValueRangeMax: int64
RawValueMedian: int64
RawValueRange: int64
DateTimeOriginal: string
FocusStepCount: int64
FocusDistance: string
FrameRate: int64
ImageWidth: int64
ImageHeight: int64
EncodingProcess: string
BitsPerSample: int64
ColorComponents: int64
YCbCrSubSampling: string
Aperture: double
ImageSize: string
Megapixels: double
SubSecDateTimeOriginal: string
ThumbnailImage: string
PeakSpectralSensitivity: string
GPSAltitude: string
GPSLatitude: string
GPSLongitude: string
FocalLength35efl: string
GPSPosition: string
vs
SourceFile: string
ExifToolVersion: double
FileName: string
Directory: string
FileSize: string
FileModifyDate: string
FileAccessDate: string
FileCreateDate: string
FilePermissions: string
FileType: string
FileTypeExtension: string
MIMEType: string
JFIFVersion: double
ExifByteOrder: string
Make: string
Model: string
XResolution: int64
YResolution: int64
ResolutionUnit: string
Software: string
ModifyDate: string
FNumber: double
ApertureValue: double
FocalLength: string
SubSecTimeOriginal: string
FocalPlaneResolutionUnit: string
GPSLatitudeRef: string
GPSLongitudeRef: string
GPSAltitudeRef: string
GPSMapDatum: string
Compression: string
ThumbnailOffset: int64
ThumbnailLength: int64
About: string
AbsoluteAltitude: double
RelativeAltitude: double
GimbalRollDegree: double
GimbalYawDegree: double
GimbalPitchDegree: double
FlightRollDegree: double
FlightYawDegree: double
FlightPitchDegree: double
CentralTemperature: int64
TlinearGain: int64
BandName: string
CentralWavelength: int64
WavelengthFWHM: int64
CreatorSoftware: string
RawThermalImageWidth: int64
RawThermalImageHeight: int64
RawThermalImageType: string
RawThermalImage: string
Emissivity: double
ObjectDistance: string
ReflectedApparentTemperature: string
AtmosphericTemperature: string
IRWindowTemperature: string
IRWindowTransmission: double
RelativeHumidity: string
PlanckR1: double
PlanckB: int64
PlanckF: int64
AtmosphericTransAlpha1: double
AtmosphericTransAlpha2: double
AtmosphericTransBeta1: double
AtmosphericTransBeta2: double
AtmosphericTransX: double
CameraTemperatureRangeMax: string
CameraTemperatureRangeMin: string
CameraTemperatureMaxClip: string
CameraTemperatureMinClip: string
CameraTemperatureMaxWarn: string
CameraTemperatureMinWarn: string
CameraTemperatureMaxSaturated: string
CameraTemperatureMinSaturated: string
CameraModel: string
CameraPartNumber: string
CameraSerialNumber: string
CameraSoftware: string
LensModel: string
LensPartNumber: string
LensSerialNumber: string
FieldOfView: string
FilterModel: string
FilterPartNumber: string
FilterSerialNumber: string
PlanckO: int64
PlanckR2: double
RawValueRangeMin: int64
RawValueRangeMax: int64
RawValueMedian: int64
RawValueRange: int64
DateTimeOriginal: string
FocusStepCount: int64
FocusDistance: string
FrameRate: int64
ImageWidth: int64
ImageHeight: int64
EncodingProcess: string
BitsPerSample: int64
ColorComponents: int64
YCbCrSubSampling: string
Aperture: double
ImageSize: string
Megapixels: double
SubSecDateTimeOriginal: string
ThumbnailImage: string
PeakSpectralSensitivity: string
GPSAltitude: string
GPSLatitude: string
GPSLongitude: string
FocalLength35efl: string
GPSPosition: string
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 243, in compute_first_rows_from_streaming_response
iterable_dataset = iterable_dataset._resolve_features()
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 4379, in _resolve_features
features = _infer_features_from_batch(self.with_format(None)._head())
~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2661, in _head
return next(iter(self.iter(batch_size=n)))
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2839, in iter
for key, pa_table in ex_iterable.iter_arrow():
~~~~~~~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2377, in _iter_arrow
yield from self.ex_iterable._iter_arrow()
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 564, in _iter_arrow
yield new_key, pa.Table.from_batches(chunks_buffer)
~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^
File "pyarrow/table.pxi", line 5039, in pyarrow.lib.Table.from_batches
File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
raise convert_status(status)
pyarrow.lib.ArrowInvalid: Schema at index 1 was different:
SourceFile: string
ExifToolVersion: double
FileName: string
Directory: string
FileSize: string
FileModifyDate: string
FileAccessDate: string
FileCreateDate: string
FilePermissions: string
FileType: string
FileTypeExtension: string
MIMEType: string
JFIFVersion: double
ExifByteOrder: string
Make: string
Model: string
XResolution: int64
YResolution: int64
ResolutionUnit: string
Software: string
ModifyDate: string
FNumber: double
ApertureValue: double
FocalLength: string
SubSecTimeOriginal: int64
FocalPlaneResolutionUnit: string
GPSLatitudeRef: string
GPSLongitudeRef: string
GPSAltitudeRef: string
GPSMapDatum: string
Compression: string
ThumbnailOffset: int64
ThumbnailLength: int64
About: string
AbsoluteAltitude: double
RelativeAltitude: double
GimbalRollDegree: double
GimbalYawDegree: double
GimbalPitchDegree: double
FlightRollDegree: double
FlightYawDegree: double
FlightPitchDegree: double
CentralTemperature: int64
TlinearGain: int64
BandName: string
CentralWavelength: int64
WavelengthFWHM: int64
CreatorSoftware: string
RawThermalImageWidth: int64
RawThermalImageHeight: int64
RawThermalImageType: string
RawThermalImage: string
Emissivity: double
ObjectDistance: string
ReflectedApparentTemperature: string
AtmosphericTemperature: string
IRWindowTemperature: string
IRWindowTransmission: double
RelativeHumidity: string
PlanckR1: double
PlanckB: int64
PlanckF: int64
AtmosphericTransAlpha1: double
AtmosphericTransAlpha2: double
AtmosphericTransBeta1: double
AtmosphericTransBeta2: double
AtmosphericTransX: double
CameraTemperatureRangeMax: string
CameraTemperatureRangeMin: string
CameraTemperatureMaxClip: string
CameraTemperatureMinClip: string
CameraTemperatureMaxWarn: string
CameraTemperatureMinWarn: string
CameraTemperatureMaxSaturated: string
CameraTemperatureMinSaturated: string
CameraModel: string
CameraPartNumber: string
CameraSerialNumber: string
CameraSoftware: string
LensModel: string
LensPartNumber: string
LensSerialNumber: string
FieldOfView: string
FilterModel: string
FilterPartNumber: string
FilterSerialNumber: string
PlanckO: int64
PlanckR2: double
RawValueRangeMin: int64
RawValueRangeMax: int64
RawValueMedian: int64
RawValueRange: int64
DateTimeOriginal: string
FocusStepCount: int64
FocusDistance: string
FrameRate: int64
ImageWidth: int64
ImageHeight: int64
EncodingProcess: string
BitsPerSample: int64
ColorComponents: int64
YCbCrSubSampling: string
Aperture: double
ImageSize: string
Megapixels: double
SubSecDateTimeOriginal: string
ThumbnailImage: string
PeakSpectralSensitivity: string
GPSAltitude: string
GPSLatitude: string
GPSLongitude: string
FocalLength35efl: string
GPSPosition: string
vs
SourceFile: string
ExifToolVersion: double
FileName: string
Directory: string
FileSize: string
FileModifyDate: string
FileAccessDate: string
FileCreateDate: string
FilePermissions: string
FileType: string
FileTypeExtension: string
MIMEType: string
JFIFVersion: double
ExifByteOrder: string
Make: string
Model: string
XResolution: int64
YResolution: int64
ResolutionUnit: string
Software: string
ModifyDate: string
FNumber: double
ApertureValue: double
FocalLength: string
SubSecTimeOriginal: string
FocalPlaneResolutionUnit: string
GPSLatitudeRef: string
GPSLongitudeRef: string
GPSAltitudeRef: string
GPSMapDatum: string
Compression: string
ThumbnailOffset: int64
ThumbnailLength: int64
About: string
AbsoluteAltitude: double
RelativeAltitude: double
GimbalRollDegree: double
GimbalYawDegree: double
GimbalPitchDegree: double
FlightRollDegree: double
FlightYawDegree: double
FlightPitchDegree: double
CentralTemperature: int64
TlinearGain: int64
BandName: string
CentralWavelength: int64
WavelengthFWHM: int64
CreatorSoftware: string
RawThermalImageWidth: int64
RawThermalImageHeight: int64
RawThermalImageType: string
RawThermalImage: string
Emissivity: double
ObjectDistance: string
ReflectedApparentTemperature: string
AtmosphericTemperature: string
IRWindowTemperature: string
IRWindowTransmission: double
RelativeHumidity: string
PlanckR1: double
PlanckB: int64
PlanckF: int64
AtmosphericTransAlpha1: double
AtmosphericTransAlpha2: double
AtmosphericTransBeta1: double
AtmosphericTransBeta2: double
AtmosphericTransX: double
CameraTemperatureRangeMax: string
CameraTemperatureRangeMin: string
CameraTemperatureMaxClip: string
CameraTemperatureMinClip: string
CameraTemperatureMaxWarn: string
CameraTemperatureMinWarn: string
CameraTemperatureMaxSaturated: string
CameraTemperatureMinSaturated: string
CameraModel: string
CameraPartNumber: string
CameraSerialNumber: string
CameraSoftware: string
LensModel: string
LensPartNumber: string
LensSerialNumber: string
FieldOfView: string
FilterModel: string
FilterPartNumber: string
FilterSerialNumber: string
PlanckO: int64
PlanckR2: double
RawValueRangeMin: int64
RawValueRangeMax: int64
RawValueMedian: int64
RawValueRange: int64
DateTimeOriginal: string
FocusStepCount: int64
FocusDistance: string
FrameRate: int64
ImageWidth: int64
ImageHeight: int64
EncodingProcess: string
BitsPerSample: int64
ColorComponents: int64
YCbCrSubSampling: string
Aperture: double
ImageSize: string
Megapixels: double
SubSecDateTimeOriginal: string
ThumbnailImage: string
PeakSpectralSensitivity: string
GPSAltitude: string
GPSLatitude: string
GPSLongitude: string
FocalLength35efl: string
GPSPosition: stringNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
πΈ STR Drones: FLIR Thermal Calibration Dataset
Welcome to the FLIR Thermal Calibration Dataset provided by STR Drones. This repository provides a specialized collection of raw, radiometric thermal images captured with FLIR thermography cameras.
This dataset is aimed at software engineers and thermographers needing high-quality benchmarks to validate thermal analysis engines, custom scripts, and post-processing applications that decode FLIR's radiometric JPEG formats.
π οΈ Supported Sensors
This dataset covers a range of FLIR hardware, from handheld industrial tools to automation and scientific sensors. Current samples include:
- Automation & Machine Vision: FLIR AX8
- Professional Handheld Series: FLIR T640
- Advanced & Point-and-Shoot Series: FLIR B60, FLIR E40, FLIR Edge Pro
- Generic FLIR Captures: Standard FLIR
.jpgoutputs.
| Model | Resolution (W x H) | File Type | Make |
|---|---|---|---|
| FLIR Edge Pro | 480 x 640 | JPEG | Teledyne FLIR |
| FLIR T640 | 640 x 480 | JPEG | FLIR Systems AB |
| FLIR B60 | 180 x 180 | JPEG | FLIR Systems AB |
| FLIR E40 | 160 x 120 | JPEG | FLIR Systems AB |
| FLIR AX8 | 80 x 60 | JPEG | FLIR Systems AB |
| FLIR (Generic) | 240 x 320 | JPEG | FLIR Systems AB |
| DJI XT S | 640 x 512 | JPEG | DJI |
| DJI XT R | 640 x 480 | JPEG | DJI |
| DJI XT2 | 640 x 480 | JPEG | DJI |
π Use Cases
- FLIR Metadata Decoding: Test your parsers against FLIR's proprietary EXIF structure to accurately extract constants like Planck R1, Planck B, Planck F, Emissivity, and Reflected Apparent Temperature.
- Temperature Matrix Calculation: Verify your code's accuracy when calculating the full thermal matrix (pixel-by-pixel temperature) from the raw 16-bit sensor data embedded in the
.jpg. - Cross-Compatibility Validation: Ensure your software handles different generations of FLIR sensors seamlessly.
π Privacy & Data Protection Note: All GPS coordinates and sensitive location metadata have been strictly stripped or disabled from the images within this repository. This guarantees the privacy of the surveyed locations while keeping the radiometric and thermographic metadata 100% intact for your calibration needs.
π Dataset Structure
Files are organized by sensor model (e.g., FLIR_AX8.jpg, FLIR_T640.jpg). Each file retains its original radiometric integrity, allowing you to treat it exactly as if you had captured it directly from the camera.
πΌοΈ Examples (Inverted Order)
| FLIR Edge Pro | FLIR E40 | FLIR B60 |
|---|---|---|
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| FLIR AX8 | FLIR Sample | FLIR T640 |
|---|---|---|
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| DJI XTS | DJI XTR | DJI XT2 |
|---|---|---|
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Maintained by STR Drones. Engineered for precision.
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