diff --git a/.gitattributes b/.gitattributes index bed0738c7eeb449bca98b5d2f33c89a1ee56349a..999a955fcd746c4f1f669a031eed7639dbb68c6d 100644 --- a/.gitattributes +++ b/.gitattributes @@ -58,3 +58,39 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text # Video files - compressed *.mp4 filter=lfs diff=lfs merge=lfs -text *.webm filter=lfs diff=lfs merge=lfs -text +videos/09_08_0.mov filter=lfs diff=lfs merge=lfs -text +videos/09_08_1.mov filter=lfs diff=lfs merge=lfs -text +videos/09_09_0.mov filter=lfs diff=lfs merge=lfs -text +videos/09_09_1.mov filter=lfs diff=lfs merge=lfs -text +videos/09_10_0.mov filter=lfs diff=lfs merge=lfs -text +videos/09_10_1.mov filter=lfs diff=lfs merge=lfs -text +videos/09_11_0.mov filter=lfs diff=lfs merge=lfs -text +videos/09_11_1.mov filter=lfs diff=lfs merge=lfs -text +videos/09_12_0.mov filter=lfs diff=lfs merge=lfs -text +videos/09_12_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_00_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_00_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_02_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_02_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_03_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_03_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_04_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_04_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_05_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_05_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_06_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_06_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_07_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_07_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_08_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_08_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_12_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_12_1.mov filter=lfs diff=lfs merge=lfs -text +videos/14_13_0.mov filter=lfs diff=lfs merge=lfs -text +videos/14_13_1.mov filter=lfs diff=lfs merge=lfs -text +videos/15_00_0.mov filter=lfs diff=lfs merge=lfs -text +videos/15_00_1.mov filter=lfs diff=lfs merge=lfs -text +videos/15_01_0.mov filter=lfs diff=lfs merge=lfs -text +videos/15_01_1.mov filter=lfs diff=lfs merge=lfs -text +videos/15_02_0.mov filter=lfs diff=lfs merge=lfs -text +videos/15_02_1.mov filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f913358b0337658c76197ae5bd2aa3792d98e913 --- /dev/null +++ b/README.md @@ -0,0 +1,130 @@ +--- +license: cc-by-4.0 +pretty_name: MotionBlind +language: + - en +task_categories: + - visual-question-answering + - video-text-to-text +tags: + - video + - video-llm + - motion-understanding + - physical-reasoning + - contrastive + - minimal-pairs + - benchmark +size_categories: + - n<1K +configs: + - config_name: default + data_files: + - split: test + path: data/motionblind.jsonl +--- + +# MotionBlind + +**A contrastive benchmark for physical-motion perception in Video-LLMs.** + +A Video-LLM can watch two clips of the same person in the same room and name every +object in both, yet fail to tell you which one moves *faster*, which way a hand travels, +or how *far* a box slides. **MotionBlind** is a contrastive, minimal-pairs benchmark +built to expose exactly that gap: pairs of near-identical clips that differ **only** in +motion, each paired with two complementary yes/no questions. + +

+ +

+ +## Why it is hard + +Each instance is a **2×2**: two near-identical videos (\(i_0, i_1\)) crossed with two +complementary questions (\(q_0, q_1\)), with a **diagonal** gold pattern +(\(q_0\) is *yes* for \(i_0\) and *no* for \(i_1\); vice-versa for \(q_1\)). Because the +paired clips share static content and differ only in motion, a model that ignores the +temporal signal cannot satisfy the pattern no matter how good its object recognition is. +Single-frame, appearance, and language-only shortcuts all collapse toward the **6.25 %** +chance floor. + +## What is inside + +| | | +|---|---| +| Instances (2×2) | **41** | +| Clips | **82** | +| Items (video × question) | **164** | +| Answer balance | 50 / 50 yes / no | +| Modality | short self-recorded video + text | +| Language | English | + +All categories are **physical / kinematic** — precisely the variables that are hard to +source and label from uncontrolled internet video, but directly controllable in a lab: + +| Characteristic | Subtype | Instances | Example question | +|---|---|---|---| +| Speed | successive | 6 | *Does the person stir faster the first time than the second?* | +| Magnitude | successive | 15 | *Does the toy car travel farther in the second push than the first?* | +| Direction | translational | 14 | *From the camera's point of view, is the man walking to the right?* | +| Direction | rotational | 6 | *Is the bottle spun clockwise?* | + +## Metric + +We use the TimeBlind / Winoground-style nested scores (primary = **Instance Accuracy**): + +- **Acc** — fraction of individual items correct (chance 50 %). +- **Q_Acc** — a question scores only if correct on *both* videos (chance 25 %). +- **V_Acc** — a video scores only if *both* its questions are correct (chance 25 %). +- **I_Acc** — an instance scores only if **all four** items are correct (chance **6.25 %**). + +### Human ceiling vs. models + +| | Acc | I_Acc | +|---|---|---| +| **Human** (mean of 5 annotators) | **97.8** | **91.3** | +| Best open Video-LLM (≤ 8B) | ~60 | **≤ 25** | +| Chance | 50.0 | 6.25 | + +Per-item accuracy looks competent, but instance-level discrimination sits near the floor +— the illusion the benchmark is named for. + +## Dataset structure + +`data/motionblind.jsonl` — one row per item (164 rows): + +```json +{"instance_id": "02_00", "category": "Speed", "subtype": "successive", + "video": "02_00_0.mp4", "variant": 0, "question_idx": 1, + "question": "Does the person stir faster the first time compared to the second time?", + "answer": "yes"} +``` + +`data/instances.jsonl` — one row per 2×2 instance (41 rows), with `video_0/1`, +`question_1/2`, and the diagonal `gold`. Videos live in `videos/`. + +**Gold convention.** Files are named `__.`; the first video +(`_0`) and the first question are the *yes* case, i.e. within each instance the four items +follow the diagonal `[yes, no, no, yes]`. + +## Usage + +```python +from datasets import load_dataset +from huggingface_hub import snapshot_download + +ds = load_dataset("augmentedcognitionlab/MotionBlind", split="test") +# videos: +path = snapshot_download("augmentedcognitionlab/MotionBlind", repo_type="dataset") +# ds[0]["video"] -> file under {path}/videos/ +``` + +## License & intended use + +Released under CC-BY-4.0 for research on motion perception in video models. Human faces +in all clips are automatically blurred. Please use responsibly. + +## Citation + +A paper describing MotionBlind is forthcoming; a citation will be added here soon. + +Maintained by the Augmented Cognition Lab (ACLab), Northeastern University. diff --git a/assets/overview.png b/assets/overview.png new file mode 100644 index 0000000000000000000000000000000000000000..209a083f4db1a5940bd6a2fe9d3572ce904cea1b --- /dev/null +++ b/assets/overview.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dadc10533030f2c8f776a15707dc643eec83282c428a51182991968666ebd729 +size 336475 diff --git a/data/instances.jsonl b/data/instances.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..eef1137e3ab78f42e363ce148fa66faec5c90b79 --- /dev/null +++ b/data/instances.jsonl @@ -0,0 +1,41 @@ +{"instance_id": "02_00", "category": "Speed", "subtype": "successive", "video_0": "02_00_0.mp4", "video_1": "02_00_1.mp4", "question_1": "Does the person stir faster the first time compared to the second time?", "question_2": "Does the person stir slower the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "02_01", "category": "Speed", "subtype": "successive", "video_0": "02_01_0.mp4", "video_1": "02_01_1.mp4", "question_1": "Does the drawer close faster the first time compared to the second time?", "question_2": "Does the drawer close slower the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "02_02", "category": "Speed", "subtype": "successive", "video_0": "02_02_0.mp4", "video_1": "02_02_1.mp4", "question_1": "Does the person open their hand faster the first time compared to the second time?", "question_2": "Does the person open their hand slower the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "02_03", "category": "Speed", "subtype": "successive", "video_0": "02_03_0.mp4", "video_1": "02_03_1.mp4", "question_1": "Does the person press the pillow faster the first time compared to the second time?", "question_2": "Does the person press the pillow slower the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "02_04", "category": "Speed", "subtype": "successive", "video_0": "02_04_0.mp4", "video_1": "02_04_1.mp4", "question_1": "Once off the ramp, does the ball move faster the first time compared to the second time?", "question_2": "Once off the ramp, does the ball move slower the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "02_05", "category": "Speed", "subtype": "successive", "video_0": "02_05_0.mp4", "video_1": "02_05_1.mp4", "question_1": "Does the ball travel faster in the second push compared to the first?", "question_2": "Does the ball travel faster in the first push compared to the second?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_00", "category": "Magnitude", "subtype": "successive", "video_0": "09_00_0.mp4", "video_1": "09_00_1.mp4", "question_1": "Does the box travel farther in the second push compared to the first?", "question_2": "Does the box travel farther in the first push compared to the second?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_01", "category": "Magnitude", "subtype": "successive", "video_0": "09_01_0.mp4", "video_1": "09_01_1.mp4", "question_1": "Does the puck travel farther in the second push compared to the first?", "question_2": "Does the puck travel farther in the first push compared to the second?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_02", "category": "Magnitude", "subtype": "successive", "video_0": "09_02_0.mp4", "video_1": "09_02_1.mp4", "question_1": "Does the toy car travel farther in the second push compared to the first?", "question_2": "Does the toy car travel farther in the first push compared to the second?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_03", "category": "Magnitude", "subtype": "successive", "video_0": "09_03_0.mp4", "video_1": "09_03_1.mp4", "question_1": "Does the ball travel farther in the second push compared to the first?", "question_2": "Does the ball travel farther in the first push compared to the second?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_04", "category": "Magnitude", "subtype": "successive", "video_0": "09_04_0.mp4", "video_1": "09_04_1.mp4", "question_1": "Does the ball travel farther in the second push compared to the first?", "question_2": "Does the ball travel farther in the first push compared to the second?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_05", "category": "Magnitude", "subtype": "successive", "video_0": "09_05_0.mp4", "video_1": "09_05_1.mp4", "question_1": "Does the ball that starts closer to the camera roll further?", "question_2": "Does the ball that starts farther from the camera roll further?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_06", "category": "Magnitude", "subtype": "successive", "video_0": "09_06_0.mp4", "video_1": "09_06_1.mp4", "question_1": "From the camera's point of view, does the right disk move further?", "question_2": "From the camera's point of view, does the left disk move further?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_07", "category": "Magnitude", "subtype": "successive", "video_0": "09_07_0.mp4", "video_1": "09_07_1.mp4", "question_1": "Is the magnitude of the pendulum arc smaller the first time compared to the second time?", "question_2": "Is the magnitude of the pendulum arc larger the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_08", "category": "Magnitude", "subtype": "successive", "video_0": "09_08_0.mov", "video_1": "09_08_1.mov", "question_1": "Is the drawer pulled out farther the first time compared to the second time?", "question_2": "Is the drawer pulled out less the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_09", "category": "Magnitude", "subtype": "successive", "video_0": "09_09_0.mov", "video_1": "09_09_1.mov", "question_1": "Is the magnitude of the person's arm swing smaller the first time compared to the second time?", "question_2": "Is the magnitude of the person's arm swing larger the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_10", "category": "Magnitude", "subtype": "successive", "video_0": "09_10_0.mov", "video_1": "09_10_1.mov", "question_1": "Is the magnitude of the ball's first bounce smaller the first time compared to the second time?", "question_2": "Is the magnitude of the ball's first bounce larger the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_11", "category": "Magnitude", "subtype": "successive", "video_0": "09_11_0.mov", "video_1": "09_11_1.mov", "question_1": "Does the ball travel farther the second time compared to the first time?", "question_2": "Does the ball travel farther the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_12", "category": "Magnitude", "subtype": "successive", "video_0": "09_12_0.mov", "video_1": "09_12_1.mov", "question_1": "Does the ball travel farther the second time compared to the first time?", "question_2": "Does the ball travel farther the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_13", "category": "Magnitude", "subtype": "successive", "video_0": "09_13_0.mp4", "video_1": "09_13_1.mp4", "question_1": "Does the person squeeze with more force the first time compared to the second time?", "question_2": "Does the person squeeze with less force the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "09_14", "category": "Magnitude", "subtype": "successive", "video_0": "09_14_0.mp4", "video_1": "09_14_1.mp4", "question_1": "Does the cup travel farther the second time compared to the first time?", "question_2": "Does the cup travel farther the first time compared to the second time?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_00", "category": "Direction", "subtype": "translational", "video_0": "14_00_0.mov", "video_1": "14_00_1.mov", "question_1": "From the camera's point of view, is the man walking to the right?", "question_2": "From the camera's point of view, is the man walking to the left?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_01", "category": "Direction", "subtype": "translational", "video_0": "14_01_0.mp4", "video_1": "14_01_1.mp4", "question_1": "Is the cup moving towards the sink?", "question_2": "Is the cup moving away from the sink?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_02", "category": "Direction", "subtype": "translational", "video_0": "14_02_0.mov", "video_1": "14_02_1.mov", "question_1": "Is the man getting closer to the camera?", "question_2": "Is the man moving farther from the camera?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_03", "category": "Direction", "subtype": "translational", "video_0": "14_03_0.mov", "video_1": "14_03_1.mov", "question_1": "From the camera's point of view, is the man moving to the right?", "question_2": "From the camera's point of view, is the man moving to the left?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_04", "category": "Direction", "subtype": "translational", "video_0": "14_04_0.mov", "video_1": "14_04_1.mov", "question_1": "From the camera's point of view, does the pen roll to the right?", "question_2": "From the camera's point of view, does the pen roll to the left?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_05", "category": "Direction", "subtype": "translational", "video_0": "14_05_0.mov", "video_1": "14_05_1.mov", "question_1": "From the camera's point of view, does the pen slide to the right?", "question_2": "From the camera's point of view, does the pen slide to the left?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_06", "category": "Direction", "subtype": "translational", "video_0": "14_06_0.mov", "video_1": "14_06_1.mov", "question_1": "Does the bottle move up?", "question_2": "Does the bottle move down?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_07", "category": "Direction", "subtype": "translational", "video_0": "14_07_0.mov", "video_1": "14_07_1.mov", "question_1": "Does the phone move closer to the camera?", "question_2": "Does the phone move away from the camera?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_08", "category": "Direction", "subtype": "translational", "video_0": "14_08_0.mov", "video_1": "14_08_1.mov", "question_1": "Does the book move closer to the camera?", "question_2": "Does the book move away from the camera?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_09", "category": "Direction", "subtype": "translational", "video_0": "14_09_0.mp4", "video_1": "14_09_1.mp4", "question_1": "Does the cup move away from the camera?", "question_2": "Does the cup move closer to the camera?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_10", "category": "Direction", "subtype": "translational", "video_0": "14_10_0.mp4", "video_1": "14_10_1.mp4", "question_1": "Is the table top moving up?", "question_2": "Is the table top moving down?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_11", "category": "Direction", "subtype": "translational", "video_0": "14_11_0.mp4", "video_1": "14_11_1.mp4", "question_1": "Does the toy car move away from the camera?", "question_2": "Does the toy car move closer to the camera?", "gold": {"q1_v0": "yes", "q1_v1": "no", "q2_v0": "no", "q2_v1": "yes"}} +{"instance_id": "14_12", "category": "Direction", "subtype": "translational", "video_0": 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sha256:618fba519f5dd16711f3dca0f8476f935a20da78d94b6b858fc5e68f185cc604 +size 1833963 diff --git a/videos/09_08_0.mov b/videos/09_08_0.mov new file mode 100644 index 0000000000000000000000000000000000000000..26eb2010488deaac00ef123967f3c6a0af513080 --- /dev/null +++ b/videos/09_08_0.mov @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e3c8f6a53c2b7e3ce2a06fee7980b0fd0aa7db89752a8e8ef04cc716c7972b71 +size 6497812 diff --git a/videos/09_08_1.mov b/videos/09_08_1.mov new file mode 100644 index 0000000000000000000000000000000000000000..a5433ebfeec55d08cbce708a88803f70488e423e --- /dev/null +++ b/videos/09_08_1.mov @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:15498167166c1b641d9416247e806b7e79f64d0c5de76faec2dd01c06142e888 +size 6794236 diff --git a/videos/09_09_0.mov b/videos/09_09_0.mov new file mode 100644 index 0000000000000000000000000000000000000000..ee5a9e38d4e2cc25a0170621268809fba707b52c --- /dev/null +++ b/videos/09_09_0.mov @@ 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sha256:a43a0517bab24b98a00480f9b2848761e4311a9409b43985ad83cbd3e917adf9 +size 3795177 diff --git a/videos/14_04_0.mov b/videos/14_04_0.mov new file mode 100644 index 0000000000000000000000000000000000000000..95c3c4cf2a72a06d7c8d5db389ab25511090846c --- /dev/null +++ b/videos/14_04_0.mov @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aafd358f7d1e066ed0a4cecaa2907242ca5636dcfdf5f8aba7fb286db4b344fc +size 3753243 diff --git a/videos/14_04_1.mov b/videos/14_04_1.mov new file mode 100644 index 0000000000000000000000000000000000000000..9300866de07716781638d49a6effcb8e68c2e34b --- /dev/null +++ b/videos/14_04_1.mov @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a025ad87843a492dcf9cd4868d6e8750c6982c8e97c09bf56c8de2acb568252b +size 3606965 diff --git a/videos/14_05_0.mov b/videos/14_05_0.mov new file mode 100644 index 0000000000000000000000000000000000000000..b220adfc163fcad09d06f42d67cfaedeb51c48fa --- /dev/null +++ b/videos/14_05_0.mov @@ 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0000000000000000000000000000000000000000..39d014d9fd46ff5c3b31ba4e7e3d578f128112d6 --- /dev/null +++ b/videos/14_06_1.mov @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dbda2b860146def4c75c8e7a444329b9f226a7a9cefa354edc2b198797633bcb +size 7981878 diff --git a/videos/14_07_0.mov b/videos/14_07_0.mov new file mode 100644 index 0000000000000000000000000000000000000000..7e74b869ad830ed03e34c3520e7cf8649befb833 --- /dev/null +++ b/videos/14_07_0.mov @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f28bacf88e25d15c44664cd171b9e965ee0560dc5ef414fefe35541ae64517b9 +size 4688046 diff --git a/videos/14_07_1.mov b/videos/14_07_1.mov new file mode 100644 index 0000000000000000000000000000000000000000..0c9a2000182ff2c85c2858a7636d2072248919a1 --- /dev/null +++ b/videos/14_07_1.mov @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7dadeaf36beb421ef6a363e3bf60f095b571e1c08a6ab697fc506ee430686b81 +size 5775843 diff --git 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