When the Codec Hallucinates: User Perceptions of Miscompressed Images - Userstudy Dataset
Authors/Creators
Description
This dataset is released as part of the publication "When the Codec Hallucinates: User Perceptions of Miscompressed Images", accepted at the Conference on Human Factors in Computing Systems 2026 (ACM CHI) in Barcelona, Spain.
Paper:https://informationsecurity.uibk.ac.at/pdfs/HB2026_CHI.pdf
image_dataset.csv
Provides detailed information for every image used in the study. Refer to Figure 4 in the paper for an overview; each box in the figure reflects one row in this table.
Columns
- ID: Unique identifier for each image sample, consisting of
[version|name|group]- version:
J- JPEG-compressedN- Neural-compressedM- MiscompressedU- Uncompressed
- name: Five first digits of image name
- group: Subject group that saw the image. [1...4], or 0 if all groups saw the image ("anchor image")
- version:
- ORIGNAME: Full name of the scene (original image)
- CROP: Size of the crop in pixels (quadratic)
- GROUP: Subject group that saw the image. [1...4], or 0 if all groups saw the image ("anchor image")
- ORDER: Position in the instrument [1...12]
- UNCOMP: "1" if the image is uncompressed
- JPEG: "1" if the image isas JPEG
- JPEGQ: JPEG quality factor for JPEG compressed images
- NC: "1" if the image is neurally compressed
- NCQ: Compression codec for neurally compressed images
- MISCOMP: "1" if the image contains a miscompression
survey_responses.csv
For the corresponding questions, please refer to Appendix B.2 of the paper. Columns represent questions in chronological order, followed by timings.
Columns
- DEM-
age,sexD1 - D3: demographic questions [version|name|group|question]: Image comparison- version:
J- JPEG-compressedN- Neural-compressedM- MiscompressedU- Uncompressed
- name: Five first digits of image name
- group: Subject group that saw the image [1...4], or 0 if all groups saw the image ("anchor image")
- question:
dif- S1: differencemis- S2: misunderstandings [1...6], 1 = "certainly"mod- S3(1): intentional editing [1...6], 1 = "certainly"com- S3(2): uncontrolled distortion [1...6], 1 = "certainly"
- version:
- THE* C1(1 - 8): Theoretical knowledge
- PRA* C2(1 - 8): Practical experience
- VER* C3(1 - 6): Verification practices
- EXP* C4(1 - 2): Experience with image distribution
- interviewtime: Time to complete the whole survey [s]
age,group,vis-Time: Demographics Time [s][version|name|group|question]-Time: Image comparison time [s]- ...
- question:
difmismodcom: mod and com together since on the same display
the,pra,ver,exp-Time: Control variable's time [s]
Files
image_dataset.csv
Files
(91.8 kB)
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Additional details
Related works
- Is supplement to
- Publication: 10.1145/3772318.3790293 (DOI)
Funding
- Landes Tirols
- Tiroler Nachwuchsforscher*innenförderung F.50541/6-2024