Add ATAS results (STEVO-Bench, GloMo-Bench single view and multi-view)

ATAS/GloMo-Bench-monocular/corridor_trav_cat_robot.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:04d6f8d76659f33f3ba1c77a8c4d411f9659e5ff834aa3bc371f5f55ca942fe5
+size 3044831

ATAS/GloMo-Bench-monocular/courtyard360_cat_pigeon.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a733e804ac4560d4e728bda843584412d53a2433f316d1f657acb681cc260faf
+size 5803096

ATAS/GloMo-Bench-monocular/flower_cat.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:647cc3507664c21180ba15b8b2e80b695e8448e3398199d79a04a369ddcf6739
+size 4482790

ATAS/GloMo-Bench-monocular/garden360_tortoise_sparrow.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:259e47a4704f8014eaf69583bf7c7c1f5b687dabaa9ee47162765d0f7bcae6a4
+size 6571543

ATAS/GloMo-Bench-monocular/memory/corridor_trav_cat_robot__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:161a38cfd88fb843e114239d78ba9f7caf11fbc4a6b392f818a475bc38d4a57b
+size 13222809

ATAS/GloMo-Bench-monocular/memory/courtyard360_cat_pigeon__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ddb7ae8bd360b1be3dc0ac1096735e417c385813b079c23c6094cf407c1274aa
+size 4941309

ATAS/GloMo-Bench-monocular/memory/flower_cat__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5c7a7e09470b010b8f853326671c020a023251e55904a441eaa4f33b9053fd9
+size 14196696

ATAS/GloMo-Bench-monocular/memory/garden360_tortoise_sparrow__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:81045602d1266ce15e6be6da93063c42957e39fdb7a6a300b39cf80c6723ea95
+size 3631993

ATAS/GloMo-Bench-monocular/memory/plaza_cat_dog__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f778a3fbce12f84e91c2fde6c80e7ad4336cf66701f08198333c7bd39beeaf9
+size 8506492

ATAS/GloMo-Bench-monocular/plaza_cat_dog.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd80f08c774438e3e7eb25a78bd1cc9fcb4d2f8e4557eff0e38275e8569d2323
+size 8332146

ATAS/GloMo-Bench-monocular/scores.json

@@ -0,0 +1,42 @@
+{
+ "flower_cat": {
+  "cam": false,
+  "ate": 0.14237392223099807,
+  "rot": 4.569434763293996,
+  "control": 0.6666666666666666,
+  "memory": 1.0,
+  "overall": 0.8333333333333333
+ },
+ "plaza_cat_dog": {
+  "cam": true,
+  "ate": 0.027150838219747817,
+  "rot": 1.9606425021581264,
+  "control": 1.0,
+  "memory": 0.7142857142857143,
+  "overall": 0.8571428571428572
+ },
+ "courtyard360_cat_pigeon": {
+  "cam": false,
+  "ate": 0.013489364527833173,
+  "rot": 49.95047807115301,
+  "control": 0.6666666666666666,
+  "memory": 0.2857142857142857,
+  "overall": 0.47619047619047616
+ },
+ "corridor_trav_cat_robot": {
+  "cam": true,
+  "ate": 0.010215251496292719,
+  "rot": 0.37675843094666395,
+  "control": 1.0,
+  "memory": 0.8571428571428571,
+  "overall": 0.9285714285714286
+ },
+ "garden360_tortoise_sparrow": {
+  "cam": false,
+  "ate": 0.004785362260418857,
+  "rot": 22.895010395016858,
+  "control": 0.8333333333333334,
+  "memory": 0.42857142857142855,
+  "overall": 0.6309523809523809
+ }
+}

ATAS/GloMo-Bench-multiview/memory/mv_plaza_fountain__A__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:517cd72cba70d6de67bd54318cdb9bdab40fb13e9cc48f24491b84109d6a2696
+size 6947519

ATAS/GloMo-Bench-multiview/memory/mv_plaza_fountain__B__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4edab7ca01f5652dbc340b475943a55085cc36680ee9f08c0491c85edf7dc363
+size 7711311

ATAS/GloMo-Bench-multiview/memory/mv_plaza_fountain__C__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c25bda6e821415001bc536080463bee51e9faaf861282f9b0cb97b5ca2663545
+size 10171420

ATAS/GloMo-Bench-multiview/memory/mv_plaza_fountain__D__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:de223f33be275328db9045ed8fe97ee75655f52d5a7ae5e6bcaeb3287da3cba0
+size 8799071

ATAS/GloMo-Bench-multiview/mv_plaza_fountain__A.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea89586e6233e0f36b9748707e0c60d52eef0e6b9d832eb882848c7ee5d74184
+size 6887182

ATAS/GloMo-Bench-multiview/mv_plaza_fountain__B.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4514c2650d8c0a02ca07655b4736018975aa8f2ac1dc70c434ce071584873c68
+size 6200416

ATAS/GloMo-Bench-multiview/mv_plaza_fountain__C.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c9ceb06505d3733ff26b0c63223ee4434b732006f9ece74e352c0bf977fa5a4
+size 6849033

ATAS/GloMo-Bench-multiview/mv_plaza_fountain__D.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:966ac4f4070e672dcf38af401327779d6db370c0893bb515d24f11cbd758b6cf
+size 5782986

ATAS/GloMo-Bench-multiview/scores.json

@@ -0,0 +1,21 @@
+{
+ "suite": {
+  "control": 83,
+  "memory": 79,
+  "overall": 81,
+  "cam": 75,
+  "ate": "0.117",
+  "rot": "4.95",
+  "mvreg": 75,
+  "mvcorr": 83,
+  "mov": 81,
+  "pairs": 11,
+  "mv": 63
+ },
+ "views": [
+  "A",
+  "B",
+  "C",
+  "D"
+ ]
+}

ATAS/README.md

@@ -0,0 +1,48 @@
+# ATAS results on STEVO-Bench and GloMo-Bench
+
+Videos made by [ATAS](https://github.com/ziplab/ATAS) (Any Time, Any Space), run as released, with Wan 3.0 (`wan3.0-video`, 480P, no audio) as its video model and Gemini 3.1 Pro as its language model. The benchmarks' camera paths enter ATAS's renderer as explicit cameras. Each benchmark is a subset; one take per item.
+
+| folder | benchmark | items |
+|---|---|---|
+| `STEVO-Bench/` | STEVO-Bench, camera-controlled tasks | 4 |
+| `GloMo-Bench-monocular/` | GloMo-Bench, single-view tier | 5 (statue_orbit_dog_crow: Wan's input moderation refused its photo, so ATAS made no video) |
+| `GloMo-Bench-multiview/` | GloMo-Bench, multi-view tier (four trajectories A-D per scene) | 1 scene |
+
+`memory/` holds ATAS's input to the video model for each clip: its point-cloud memory rendered along the camera path (grey where nothing is remembered). `scores.json` holds each item's scores.
+
+## STEVO-Bench
+
+STEVO-Bench's judges (Gemini 3.8 Flash, camera-controlled, majority of 3). Clips: 249 frames at 24 fps.
+
+| task | Control | Physics | State evol. | Task success |
+|---|---|---|---|---|
+| bowling_inertia | 0 | 0 | 0 | 0 |
+| cook_shrimp | 100 | 100 | 0 | 0 |
+| seesaw_balance | 100 | 100 | 100 | 100 |
+| toytrain | 0 | 100 | 100 | 100 |
+| **mean** | 50 | 75 | 50 | 50 |
+
+## GloMo-Bench (single view)
+
+The benchmark's judge (Gemini 3.8 Flash, 3 votes at 4 fps) and camera check (VGGT-Omega poses against the target path). Control includes the camera check; Overall = mean of Control and Memory. Clips: 261 frames at 16 fps, 832x480 (two 9 s + 8 s shots after ATAS's 4 s opening still).
+
+| scene | Camera pass | Control | Memory | Overall |
+|---|---|---|---|---|
+| flower_cat | no | 67 | 100 | 83 |
+| plaza_cat_dog | yes | 100 | 71 | 86 |
+| courtyard360_cat_pigeon | no | 67 | 29 | 48 |
+| corridor_trav_cat_robot | yes | 100 | 86 | 93 |
+| garden360_tortoise_sparrow | no | 83 | 43 | 63 |
+| **mean** | 40 | 83 | 66 | 75 |
+
+## GloMo-Bench (multi-view)
+
+Scene `mv_plaza_fountain`: ATAS films trajectory A (with the events) and then B, C and D one after another from its memory, each trajectory as two shots of 9 s and 8 s (Wan 3.0 takes reference videos up to 15 s); at most one re-shoot per shot. Scored with the tier's scorer (judge Gemini 3.1 Pro; VGGT-Omega camera poses; multiview metrics).
+
+| Cameras passing | Control | Memory | Overall | MV-Reg | MV-Corr | Pairs | Multiview |
+|---|---|---|---|---|---|---|---|
+| 3/4 | 83 | 79 | 81 | 75 | 83 | 11 | 63 |
+
+Pairs: the tier's checks that two views agree at the same moment; Multiview: mean of view registration, cross-view correspondence (all and moving) and Pairs. ATAS's review rejected trajectory A's shots, so B-D were filmed without event memory (as revisits).
+
+Re-shoots: ATAS's review may re-film a shot; the single-view STEVO and GloMo items flower_cat, plaza_cat_dog, courtyard360_cat_pigeon and corridor_trav_cat_robot ran with ATAS's default (up to 2), the others with at most 1.

ATAS/STEVO-Bench/bowling_inertia.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2555d98efed2ad1a44d744fb4e77ce9e5abaca9bafaddb27933a465c78c07cd3
+size 3070408

ATAS/STEVO-Bench/cook_shrimp.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e96ea108ad2349d9be9cc414783db3e6c2e05f0b581fba0651bfa9af63e77cf
+size 2514873

ATAS/STEVO-Bench/memory/bowling_inertia__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:98f7b283ab7db0378af333ba1d4c67b874d02edff3f89082f6105cc99e777bb0
+size 5068572

ATAS/STEVO-Bench/memory/cook_shrimp__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c7b6a97446a3b01438e82b9171c77650f0a8ed4ea733156b219334592a266f2
+size 5244324

ATAS/STEVO-Bench/memory/seesaw_balance__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b31f3684ce407266739b0c96859617cff4fa45c5f649593fc6b821af850d3b1e
+size 4921190

ATAS/STEVO-Bench/memory/toytrain__memory.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:abb8d442cdc8c6f711384e634f4eb0819dda910c49bd65447b7582fd07bfec7a
+size 5257516

ATAS/STEVO-Bench/scores.json

@@ -0,0 +1,26 @@
+{
+ "bowling_inertia": {
+  "control": 0.0,
+  "physics": 0.0,
+  "state": 0.0,
+  "task": 0.0
+ },
+ "cook_shrimp": {
+  "control": 1.0,
+  "physics": 1.0,
+  "state": 0.0,
+  "task": 0.0
+ },
+ "seesaw_balance": {
+  "control": 1.0,
+  "physics": 1.0,
+  "state": 1.0,
+  "task": 1.0
+ },
+ "toytrain": {
+  "control": 0.0,
+  "physics": 1.0,
+  "state": 1.0,
+  "task": 1.0
+ }
+}

ATAS/STEVO-Bench/seesaw_balance.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f510e17beb44cad07eef55406ecba241dae2d4b23ca1c9188c9dc206b5542971
+size 4046088

ATAS/STEVO-Bench/toytrain.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:528338be36bca64b97c5b8097836699db19dbab5563ac1fc3e7f25ae47810e66
+size 2308596