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probe_weights.pt, metrics.json, and the probe training curve.1[surgical frame]
2
3Which instruments are visible in this laparoscopic cholecystectomy frame?
4Select every matching label.
5
6- grasper
7- bipolar
8- hook
9- scissors
10- clipper
11- irrigator1[surgical frame]
2
3Which instruments are visible in this endoscopic pituitary-surgery frame?
4Select every matching label.
5
6- bipolar forceps
7- cottle
8- cup forceps
9- dural scissors
10- freer elevator
11- haemostatic foam
12- irrigation syringe
13- kerrisons
14- micro doppler
15- nasal cutting forceps
16- pituitary rongeurs
17- retractable knife
18- ring curette
19- spatula dissector
20- stealth pointer
21- suction
22- surgical drill
23- tissue glue1[surgical frame]
2
3Which instruments are visible in this robotic surgical frame?
4Select every matching label.
5
6- bipolar dissector
7- bipolar forceps
8- cadiere forceps
9- clip applier
10- force bipolar
11- grasping retractor
12- monopolar curved scissors
13- needle driver
14- permanent cautery hook/spatula
15- potts scissors
16- prograsp forceps
17- stapler
18- suction irrigator
19- synchroseal
20- tenaculum forceps
21- tip-up fenestrated grasper
22- vessel sealer1[surgical frame]
2
3Which anatomical structures are visible in this laparoscopic frame?
4Select every matching label.
5
6- abdominal wall
7- colon
8- inferior mesenteric artery
9- intestinal veins
10- liver
11- pancreas
12- small intestine
13- spleen
14- stomach
15- ureter
16- uterus
17- vesicular glands1[surgical frame]
2
3What is the current surgical phase and surgical step in this endoscopic pituitary frame?
4Choose one phase and one step.
5
6Phase (choose one)
7- closure
8- nasal sphenoid
9- sellar
10
11Step (choose one)
12- anterior sphenoidotomy
13- debris clearance
14- dural sealant
15- durotomy
16- fat graft placement
17- gasket seal construct
18- haemostasis
19- nasal corridor creation
20- nasal packing
21- sellotomy
22- septum displacement
23- sphenoid sinus clearance
24- synthetic graft placement
25- tumour excision1[surgical frame]
2
3Which surgical actions are being performed in this cholecystectomy frame?
4Select every matching label.
5
6- grasp
7- retract
8- dissect
9- coagulate
10- clip
11- cut
12- aspirate
13- irrigate
14- pack
15- idle1[surgical frame]
2
3Based on this cholecystectomy frame, what should the surgeon do next?
4Choose one label.
5
6- Dissection
7- Vessel Clipping
8- Tissue Retraction
9- Coagulation
10- Aspiration1[surgical frame]
2
3What suturing action is being performed in this frame?
4Choose one label.
5
6- Other
7- Picking Up The Needle
8- Positioning The Needle Tip
9- Pushing The Needle Through The Tissue
10- Pulling The Needle Out Of The Tissue
11- Tying A Knot
12- Cutting The Suture
13- Returning Or Dropping The Needles56_lemonfm_probe.py (instruments) and s62_lemonfm_probe_new.py (newer domains).| Benchmark | Task | Exact match | Micro-F1 |
|---|---|---|---|
cholect50/ | 6-instrument multi-label | 67.7% (64.7–70.7) | 85.62% (84.16–87.13) |
pitvis/ | 18-instrument multi-label | 63.6% (60.3–66.7) | 68.75% (65.65–71.63) |
surgvu/ | 17-instrument multi-label | 40.0% (37.0–43.1) | 68.8% (66.79–70.77) |
dsad/ | 12-structure multi-label anatomy | 17.3% (15.7–19.1) | 57.6% (56.2–59.1) |
pitvqa/ | phase + step recognition | 63.3% (62.7–63.8) | 76.1% (75.7–76.5) |
sapbench/ | 5-way next action | 46.2% (41.4–51.6) | = exact match |
sarrarp50/ | 8-way suturing gesture | 42.9% (39.3–47.0) | = exact match |