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ego_gen_vroid_single — VRoid synthetic SINGLE-EGO ablation
Ablation of the dual-ego ego_gen_vroid model where each ego view is generated independently (no
cross-view information). Same clips/two ego views as ego_gen_vroid, three conditions changed:
- No reference frames — reference appearance/pose/camera conditioning removed.
- Own-view-only warp — the main warp selects max-coverage over the SHARED same-seq pool (ego_a + ego_b);
ego_b targets end up ~90% sourced from ego_a, so holing is not viable. Here
warped_condis re-warped from the view's OWN ego render pool only (persons masked out) → typical 80–98% coverage, holes where own context cannot reach.src_frameindexes the own pool. - Self-only pose —
posekeeps only the wearer's identity skeleton (ego_a = p1 = EGO palette, ego_b = p2 = PARTNER palette); the partner body is removed. - Per-view Plücker cameras —
w2ccanonicalised to THIS view's frame-0 (w2c[0] = identity); fed ascamera_w2c, the model's shared canoninv(view0-frame0) = Ibecomes a no-op → per-view coordinate.
Layout
groups/<gid>/train/clips/<clip_id>__ego_a|b/single.npz # self-contained training unit (below)
manifest/manifest_all.csv, manifest/train_*.csv # pairing + splits (use train_avatar_disjoint.csv)
captions/ # universal caption + detail originals
single.npz keys (self-contained — no dependency on the main clip.npz)
| key | shape | meaning |
|---|---|---|
target_rgb |
(77,504,504,3) u8 | GT video to generate |
warped_cond |
(77,504,504,3) u8 | own-view-only warp (hole where uncovered) |
visibility_packed, vis_shape |
packed (T,504,504) | warp visibility |
pose |
(77,504,504,3) u8 | self-only pose (wearer identity) |
src_frame |
(77,) i32 | own-pool source frame index |
w2c |
(77,4,4) f32 | per-view canonical world→cam (frame0 = identity) |
K |
(3,3) f32 | intrinsics; src_res = 504 |
warp_mode, pose_mode, cam_frame |
— | provenance markers |
Loader contract (needs a single_ego mode; not wired in the public loader)
Read ONLY single.npz: video←target_rgb, control_input_pose←pose, control_input_warped←warped_cond,
control_input_visibility←unpack(visibility_packed,vis_shape), camera_w2c←w2c (per-view; feed directly),
camera_K←K, camera_src_res=504. Do NOT load refs / reference_frames / reference_pose, and do NOT enable
enable_reference_plucker. Caption = universal A first-person view of C interacting with a partner.
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