ShotBench: Expert-Level Cinematic Understanding in Vision-Language Models
Paper • 2506.21356 • Published • 22
index int64 1 3.57k | type stringclasses 2
values | path stringlengths 22 49 | question stringclasses 8
values | options stringlengths 60 285 | answer stringclasses 4
values | category stringclasses 8
values |
|---|---|---|---|---|---|---|
931 | ["image"] | ['image/RLWTMT7B.jpg'] | What's the camera angle of this shot? | {"A": "High angle, Low angle", "B": "High angle, Overhead", "C": "Aerial, Overhead", "D": "Aerial, High angle"} | D | camera angle |
932 | ["image"] | ['image/ZPRLV7K6.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "High angle", "C": "Aerial", "D": "Overhead"} | B | camera angle |
933 | ["image"] | ['image/ZI3BISHF.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Low angle", "C": "High angle", "D": "Overhead"} | C | camera angle |
934 | ["image"] | ['image/A8MUTPGG.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Aerial", "C": "Overhead", "D": "High angle"} | B | camera angle |
935 | ["image"] | ['image/BQFI4EYE.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "High angle", "C": "Low angle", "D": "Dutch angle"} | C | camera angle |
936 | ["image"] | ['image/ONFCC49P.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Low angle", "C": "Dutch angle", "D": "Aerial"} | D | camera angle |
937 | ["image"] | ['image/SCO8924S.JPG'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Low angle", "C": "Aerial", "D": "High angle"} | D | camera angle |
938 | ["image"] | ['image/AEQ117S1.JPG'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Dutch angle", "C": "Overhead", "D": "Low angle"} | D | camera angle |
939 | ["image"] | ['image/SU7120SN.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Aerial", "C": "Overhead", "D": "Dutch angle"} | A | camera angle |
940 | ["image"] | ['image/Q53NCWUP.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Dutch angle", "C": "Aerial", "D": "Low angle"} | D | camera angle |
941 | ["image"] | ['image/CMLFZE3V.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle, High angle", "B": "Dutch angle, Low angle", "C": "High angle, Low angle", "D": "Aerial, Dutch angle"} | B | camera angle |
942 | ["image"] | ['image/RS9POF1V.jpg'] | What's the camera angle of this shot? | {"A": "Aerial, Dutch angle", "B": "High angle, Overhead", "C": "Dutch angle, High angle", "D": "Aerial, Overhead"} | C | camera angle |
943 | ["image"] | ['image/HRB9FRXH.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Low angle", "C": "Aerial", "D": "High angle"} | B | camera angle |
944 | ["image"] | ['image/VGJG8HJB.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Overhead", "C": "High angle", "D": "Dutch angle"} | C | camera angle |
945 | ["image"] | ['image/64CD2NV5.png'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Overhead", "C": "Dutch angle", "D": "High angle"} | A | camera angle |
946 | ["image"] | ['image/VLKJ97QB.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Low angle", "C": "Dutch angle", "D": "Overhead"} | B | camera angle |
947 | ["image"] | ['image/N6X0YE9Q.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "High angle", "C": "Dutch angle", "D": "Low angle"} | D | camera angle |
948 | ["image"] | ['image/XTHZJJU9.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Low angle", "C": "Overhead", "D": "Dutch angle"} | A | camera angle |
949 | ["image"] | ['image/P98A1L6Y.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle, Low angle", "B": "High angle, Overhead", "C": "Aerial, Dutch angle", "D": "Dutch angle, High angle"} | B | camera angle |
950 | ["image"] | ['image/3CPJ9HW6.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Aerial", "C": "Dutch angle", "D": "Low angle"} | D | camera angle |
951 | ["image"] | ['image/LPZ6D4O5.jpg'] | What's the camera angle of this shot? | {"A": "Aerial, High angle", "B": "Dutch angle, High angle", "C": "Low angle, Overhead", "D": "High angle, Low angle"} | A | camera angle |
952 | ["image"] | ['image/UWBKF5QT.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Dutch angle", "C": "Low angle", "D": "High angle"} | C | camera angle |
953 | ["image"] | ['image/J0DTOSMT.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Low angle", "C": "Aerial", "D": "High angle"} | B | camera angle |
954 | ["image"] | ['image/U4P1ZW7U.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Aerial", "C": "Dutch angle", "D": "Low angle"} | D | camera angle |
955 | ["image"] | ['image/289B9IUU.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Aerial", "C": "Low angle", "D": "High angle"} | C | camera angle |
956 | ["image"] | ['image/3ZO5LMV0.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Aerial", "C": "High angle", "D": "Dutch angle"} | A | camera angle |
957 | ["image"] | ['image/9NJGCS6U.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Aerial", "C": "Overhead", "D": "Low angle"} | A | camera angle |
958 | ["image"] | ['image/3AEQ79MM.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Low angle", "C": "Overhead", "D": "Aerial"} | A | camera angle |
959 | ["image"] | ['image/GJHDK0AZ.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Low angle", "C": "Dutch angle", "D": "High angle"} | B | camera angle |
960 | ["image"] | ['image/ZIUGR479.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "High angle", "C": "Low angle", "D": "Overhead"} | B | camera angle |
961 | ["image"] | ['image/DOD6UCIK.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Aerial", "C": "Low angle", "D": "High angle"} | D | camera angle |
962 | ["image"] | ['image/ZML7C2TB.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "High angle", "C": "Dutch angle", "D": "Aerial"} | B | camera angle |
963 | ["image"] | ['image/KUJ0D4WY.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "High angle", "C": "Aerial", "D": "Overhead"} | A | camera angle |
964 | ["image"] | ['image/M1M5PNF7.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Overhead", "C": "Dutch angle", "D": "Low angle"} | D | camera angle |
965 | ["image"] | ['image/B9IVFT4W.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Low angle", "C": "Overhead", "D": "High angle"} | B | camera angle |
966 | ["image"] | ['image/LVJYLRR5.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Overhead", "C": "Dutch angle", "D": "Aerial"} | A | camera angle |
967 | ["image"] | ['image/QECIOW4R.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "High angle", "C": "Dutch angle", "D": "Overhead"} | A | camera angle |
968 | ["image"] | ['image/292WGRBM.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle, High angle", "B": "High angle, Low angle", "C": "Aerial, Overhead", "D": "Dutch angle, Overhead"} | A | camera angle |
969 | ["image"] | ['image/ZKQDRXD7.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Overhead", "C": "High angle", "D": "Dutch angle"} | A | camera angle |
970 | ["image"] | ['image/2N1JNJZM.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Dutch angle", "C": "Low angle", "D": "Overhead"} | C | camera angle |
971 | ["image"] | ['image/ADXC9I3B.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Aerial", "C": "Low angle", "D": "High angle"} | D | camera angle |
972 | ["image"] | ['image/VKHHVQI5.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Overhead", "C": "High angle", "D": "Low angle"} | D | camera angle |
973 | ["image"] | ['image/V8594P4I.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "High angle", "C": "Aerial", "D": "Overhead"} | B | camera angle |
974 | ["image"] | ['image/ZM7YG30T.jpg'] | What's the camera angle of this shot? | {"A": "Aerial, Dutch angle, High angle, Overhead", "B": "Dutch angle, High angle", "C": "Dutch angle, High angle, Low angle, Overhead", "D": "Aerial, Dutch angle, High angle, Low angle"} | A | camera angle |
975 | ["image"] | ['image/TY5AS2PC.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Overhead", "C": "Aerial", "D": "High angle"} | A | camera angle |
976 | ["image"] | ['image/YZCXXS13.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Aerial", "C": "High angle", "D": "Dutch angle"} | A | camera angle |
977 | ["image"] | ['image/4KJ0Y0QY.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Aerial", "C": "High angle", "D": "Overhead"} | C | camera angle |
978 | ["image"] | ['image/765XUN5A.jpg'] | What's the camera angle of this shot? | {"A": "High angle, Overhead", "B": "Dutch angle, Overhead", "C": "Aerial, Low angle", "D": "Dutch angle, High angle"} | C | camera angle |
979 | ["image"] | ['image/5UDMGDZV.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "High angle", "C": "Dutch angle", "D": "Aerial"} | B | camera angle |
980 | ["image"] | ['image/YJ689DJU.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Aerial", "C": "Overhead", "D": "Low angle"} | A | camera angle |
981 | ["image"] | ['image/TZD0ALAG.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Low angle", "C": "Aerial", "D": "High angle"} | B | camera angle |
982 | ["image"] | ['image/PDDFM9Y3.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Aerial", "C": "Overhead", "D": "Low angle"} | A | camera angle |
983 | ["image"] | ['image/QV9WDZ02.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Dutch angle", "C": "Aerial", "D": "Low angle"} | D | camera angle |
984 | ["image"] | ['image/IBQ5T86B.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Overhead", "C": "Aerial", "D": "Dutch angle"} | A | camera angle |
985 | ["image"] | ['image/M0A7ME22.jpg'] | What's the camera angle of this shot? | {"A": "High angle, Overhead", "B": "Aerial, Overhead", "C": "Low angle, Overhead", "D": "Aerial, Dutch angle"} | A | camera angle |
986 | ["image"] | ['image/1AUQAO8G.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Low angle", "C": "Dutch angle", "D": "High angle"} | D | camera angle |
987 | ["image"] | ['image/3KILPZJK.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Low angle", "C": "Aerial", "D": "Overhead"} | B | camera angle |
988 | ["image"] | ['image/BZG9WIVD.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Aerial", "C": "Overhead", "D": "Low angle"} | A | camera angle |
989 | ["image"] | ['image/RB46PESQ.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Low angle", "C": "High angle", "D": "Aerial"} | C | camera angle |
990 | ["image"] | ['image/KXANYGW4.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Overhead", "C": "Low angle", "D": "Aerial"} | C | camera angle |
991 | ["image"] | ['image/CKJVVWKS.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Overhead", "C": "High angle", "D": "Aerial"} | A | camera angle |
992 | ["image"] | ['image/NJ68PCA9.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Dutch angle", "C": "Aerial", "D": "High angle"} | D | camera angle |
993 | ["image"] | ['image/XEZ46GQ2.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Overhead", "C": "Low angle", "D": "High angle"} | D | camera angle |
994 | ["image"] | ['image/CKDE3Z7N.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Dutch angle", "C": "Low angle", "D": "High angle"} | C | camera angle |
995 | ["image"] | ['image/OK0NNCMK.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Low angle", "C": "Overhead", "D": "Aerial"} | B | camera angle |
996 | ["image"] | ['image/RNQ6WDHG.jpg'] | What's the camera angle of this shot? | {"A": "High angle, Low angle", "B": "Aerial, Overhead", "C": "Dutch angle, Low angle", "D": "Low angle, Overhead"} | C | camera angle |
997 | ["image"] | ['image/CWIQ6SRI.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Overhead", "C": "Dutch angle", "D": "Low angle"} | D | camera angle |
998 | ["image"] | ['image/41JMRL72.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Overhead", "C": "High angle", "D": "Aerial"} | A | camera angle |
999 | ["image"] | ['image/LUGBHJ7U.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Aerial", "C": "Low angle", "D": "High angle"} | C | camera angle |
1,000 | ["image"] | ['image/IMJ99JVT.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Overhead", "C": "High angle", "D": "Dutch angle"} | A | camera angle |
1,001 | ["image"] | ['image/37I82RHV.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Aerial", "C": "High angle", "D": "Low angle"} | D | camera angle |
1,002 | ["image"] | ['image/P9GR9ZS8.jpg'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Aerial", "C": "High angle", "D": "Low angle"} | D | camera angle |
1,003 | ["image"] | ['image/172UI2ME.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Overhead", "C": "High angle", "D": "Low angle"} | C | camera angle |
1,004 | ["image"] | ['image/EFV1VVMK.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Dutch angle", "C": "Overhead", "D": "Low angle"} | D | camera angle |
1,005 | ["image"] | ['image/N5AKA7N5.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Dutch angle", "C": "High angle", "D": "Low angle"} | D | camera angle |
1,006 | ["image"] | ['image/GOLOSPA8.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Aerial", "C": "Low angle", "D": "High angle"} | C | camera angle |
1,007 | ["image"] | ['image/LHEG7JF7.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Aerial", "C": "High angle", "D": "Dutch angle"} | A | camera angle |
1,008 | ["image"] | ['image/C6VU1XE4.png'] | What's the camera angle of this shot? | {"A": "Overhead", "B": "Aerial", "C": "Low angle", "D": "High angle"} | C | camera angle |
1,009 | ["image"] | ['image/ZEQ7L72U.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Overhead", "C": "Aerial", "D": "High angle"} | A | camera angle |
1,010 | ["image"] | ['image/QPOC7ZYH.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "High angle", "C": "Aerial", "D": "Overhead"} | B | camera angle |
1,011 | ["image"] | ['image/SHC9DQJQ.jpg'] | What's the camera angle of this shot? | {"A": "Aerial, High angle", "B": "High angle, Overhead", "C": "Aerial, Dutch angle", "D": "Aerial, Overhead"} | B | camera angle |
1,012 | ["image"] | ['image/CDHHVRAP.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Dutch angle", "C": "Overhead", "D": "Low angle"} | D | camera angle |
1,013 | ["image"] | ['image/U3Y4CNP4.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle, Low angle", "B": "Dutch angle, Overhead", "C": "High angle, Overhead", "D": "Aerial, Overhead"} | B | camera angle |
1,014 | ["image"] | ['image/M4B8VS1K.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Low angle", "C": "Overhead", "D": "Dutch angle"} | B | camera angle |
1,015 | ["image"] | ['image/JZR4BWU7.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "High angle", "C": "Low angle", "D": "Aerial"} | D | camera angle |
1,016 | ["image"] | ['image/RAEU56MW.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "High angle", "C": "Low angle", "D": "Overhead"} | C | camera angle |
1,017 | ["image"] | ['image/EHKUDV6N.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Aerial", "C": "Dutch angle", "D": "Overhead"} | A | camera angle |
1,018 | ["image"] | ['image/ZEHKG57O.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Overhead", "C": "Aerial", "D": "Low angle"} | D | camera angle |
1,019 | ["image"] | ['image/R3FNYXE5.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Overhead", "C": "Aerial", "D": "Low angle"} | A | camera angle |
1,020 | ["image"] | ['image/UE6F8YT1.jpg'] | What's the camera angle of this shot? | {"A": "Low angle", "B": "Aerial", "C": "Overhead", "D": "Dutch angle"} | A | camera angle |
1,021 | ["image"] | ['image/61QL5XKY.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Aerial", "C": "Overhead", "D": "Dutch angle"} | A | camera angle |
1,022 | ["image"] | ['image/FFUOTJJM.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Low angle", "C": "Dutch angle", "D": "Overhead"} | B | camera angle |
1,023 | ["image"] | ['image/7RSN94FH.jpg'] | What's the camera angle of this shot? | {"A": "Low angle, Overhead", "B": "Aerial, Dutch angle", "C": "High angle, Overhead", "D": "High angle, Low angle"} | C | camera angle |
1,024 | ["image"] | ['image/WV6QHRHF.jpg'] | What's the camera angle of this shot? | {"A": "Aerial, Overhead", "B": "Dutch angle, Overhead", "C": "Dutch angle, High angle", "D": "Aerial, Low angle"} | D | camera angle |
1,025 | ["image"] | ['image/I0B5QLLS.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Overhead", "C": "Low angle", "D": "High angle"} | C | camera angle |
1,026 | ["image"] | ['image/V4NX3CC6.jpg'] | What's the camera angle of this shot? | {"A": "High angle", "B": "Overhead", "C": "Low angle", "D": "Aerial"} | C | camera angle |
1,027 | ["image"] | ['image/8MXTH0NN.jpg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Low angle", "C": "Aerial", "D": "High angle"} | B | camera angle |
1,028 | ["image"] | ['image/SIJEMVFL.jpg'] | What's the camera angle of this shot? | {"A": "Aerial, High angle, Low angle", "B": "Dutch angle, High angle, Low angle", "C": "Dutch angle, High angle, Overhead", "D": "Aerial, High angle, Overhead"} | C | camera angle |
1,029 | ["image"] | ['image/1XYX7P6A.jpeg'] | What's the camera angle of this shot? | {"A": "Dutch angle", "B": "Low angle", "C": "Overhead", "D": "High angle"} | D | camera angle |
1,030 | ["image"] | ['image/HKKZBNL1.jpg'] | What's the camera angle of this shot? | {"A": "Aerial", "B": "Overhead", "C": "Dutch angle", "D": "Low angle"} | D | camera angle |
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ShotBench Dataset
Overview
ShotBench is a comprehensive benchmark for evaluating Vision-Language Models' understanding of cinematic language. It comprises 3,572 expert-annotated QA pairs from over 200 Oscar-nominated films.
Structure
- — Complete dataset in JSON format
- — Category distribution summary
- — Per-category QA pairs
- — 3,049 movie still images
- — 464 movie video clips
8 Cinematography Dimensions
| Dimension | Count | % |
|---|---|---|
| lens size | 489 | 13.7% |
| shot size | 485 | 13.6% |
| composition | 479 | 13.4% |
| camera movement | 464 | 13.0% |
| camera angle | 455 | 12.7% |
| shot framing | 445 | 12.5% |
| lighting type | 405 | 11.3% |
| lighting | 350 | 9.8% |
Data Format (TSV)
Each row: index | type | path | question | options (JSON) | answer | category
Citation
Hongbo Liu et al., "ShotBench: Expert-Level Cinematic Understanding in Vision-Language Models", NeurIPS 2025. Paper: https://arxiv.org/abs/2506.21356
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