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All notable changes to **`nvidia/PhysicalAI-VANTAGE-Bench`** on Hugging Face.
## 2026-05-27
- **`data/pointing/VANTAGE_2DPointing.tsv` updated.** MCQ option
coordinates (columns `A`–`D`) are now expressed in the normalized
`0–1000` coordinate system (each cell is an `x,y` pair, with both
components in `[0, 1000]` relative to the image dimensions). The
public TSV ships only the question side: columns are
`index, question_id, image_path, question, A, B, C, D`; the
ground-truth fields (`answer`, `target_point`) are held server-side
and are not included in the released file.
- **`data/event_verification/` flattened** to match the `vqa/` and
`temporal_localization/` layout. The `filtered/.../{metropolis,tailgating,warehouse_near_miss}`
subtree was removed; all 163 videos now live directly under
`data/event_verification/videos/`, and the four annotation JSONs were
moved + renamed to
`data/event_verification/data_jsons/annotations/{metropolis_event_verification,tailgating_location_a,tailgating_location_b,warehouse_near_miss}.json`.
Each `bcq[].video` is now the basename (e.g. `example.mp4`) and each
`bcq[].id` is the stem (e.g. `example`); all other fields, entry
order, and counts (163 total) are preserved. The `configs:` glob in
the top-level README is updated accordingly.
- Renamed remaining active Metropolis-named annotation JSON artifacts to
VANTAGE naming for public dataset consistency:
`data/event_verification/data_jsons/annotations/metropolis_event_verification.json`
→ `data/event_verification/data_jsons/annotations/VANTAGE_EventVerification.json`;
`data/vqa/data_jsons/annotations/Metropolis_VQA_Verification_Final_ITS_Data.json`
→ `data/vqa/data_jsons/annotations/VANTAGE_VQA_Verification_Final_ITS_Data.json`.
File contents are unchanged; only filenames moved. The `configs:`
globs in the top-level README already match the new filenames.
`data/README.md` updated to reference the new event-verification
filename.
- **`data/vqa/data_jsons/annotations/*.json` reduced to inference-oriented fields.**
Each entry now carries exactly `{q_uid, question, options}`. The
metadata fields `industry`, `event_type`, `start_time`, `end_time`,
`video_duration`, `task_type`, and `dimension` were removed across all
five files. Entry count (1,195) and values of the retained fields are
unchanged. Smoke-tested against VLMEvalKit's `VANTAGE_VQA` inference
preparation: TSV regeneration, prompt building, and video resolution
all pass.
- **`data/temporal_localization/data_jsons/annotations/*.json` reduced
to inference-oriented fields.** Each entry now carries exactly
`{vid, question_id, question}` (key order preserved). The metadata
fields `industry`, `event_type`, `task_type`, and `duration` were
removed across all three files. Entry count (1,067) and values of the
retained fields are unchanged; the 1,067 `question_id`s remain
globally unique. Smoke-tested against VLMEvalKit's `VANTAGE_Temporal`
inference preparation: TSV regeneration, prompt building, and video
resolution all pass.
- Event Verification annotations were left unchanged in this pass; the
current `data/event_verification/data_jsons/annotations/*.json`
schema is treated as already inference-appropriate.
## 2026-05-19
- README YAML updated with a `configs:` block so the HF dataset viewer
exposes one tab per task (`vqa`, `temporal_localization`,
`event_verification`, `referring`, `pointing`, `tracking`, `2dbbox`,
`dense_captioning`).
- Added `data/2dbbox/metadata.jsonl` and
`data/dense_captioning/metadata.jsonl` so the image / video tasks are
browsable in the viewer.
## 2026-05-15
- Per-task `prompt.json` added under `data/2dbbox/` and
`data/dense_captioning/` (schema: `{"prompt": "<text>"}`).
- Question-only annotation JSONs added under
`data/vqa/data_jsons/annotations/`,
`data/temporal_localization/data_jsons/annotations/`,
`data/event_verification/filtered/**`,
and `data/referring/refdrone_test_llava.json`. Answer fields
(`gt`, `gt_option`, `answer`, GT bbox coordinates, etc.) are
stripped — only the question side ships.
- `Metropolis2DPointing` references renamed to `Vantage2DPointing`.
- New `data/README.md` summarizing the dataset layout and listing the
per-task prompts.
## 2026-05-09
- **`data/` restructured.** Top-level task directories renamed:
`dense_captioning/`, `event_verification/`, `pointing/`,
`referring/`, `temporal_localization/`, `vqa/`. The legacy
`Spatial/` directory was dropped.
## 2026-05-04
- **Initial release**: full release uploaded to
`nvidia/PhysicalAI-VANTAGE-Bench` under `data/` (PR #2).
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