# SOFA

Source: [SOFA](<https://www.sota2.com/research/dataset/sofa>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 1. This is an index page, not the full collection.

- [Causal outcome forecasting on MIMIC-IV sepsis SOFA-SCORE](<https://www.sota2.com/research/sota/causal-outcome-forecasting-on-mimic-iv-sepsis-sofa-score.md>): Causal outcome forecasting; MIMIC-IV sepsis SOFA-SCORE.

- [Speaker Diarization on AMI, AliMeeting, AISHELL-4, NOTSOFAR-1 (test)](<https://www.sota2.com/research/sota/speaker-diarization-on-ami-alimeeting-aishell-4-notsofar-1-test.md>): Speaker Diarization; AMI, AliMeeting, AISHELL-4, NOTSOFAR-1 Macro-average (test).

- [Target-speaker Automatic Speech Recognition on NOTSOFAR Small-SDM 1](<https://www.sota2.com/research/sota/target-speaker-automatic-speech-recognition-on-notsofar-small-sdm-1.md>): Target-speaker Automatic Speech Recognition; NOTSOFAR Small-SDM 1.

- [Rotation Regression on ModelNet10-SO(3) Sofa category](<https://www.sota2.com/research/sota/rotation-regression-on-modelnet10-so-3-sofa-category.md>): Rotation Regression; ModelNet10-SO(3) Sofa category.

- [Speaker Diarization on NOTSOFAR-1](<https://www.sota2.com/research/sota/speaker-diarization-on-notsofar-1.md>): Speaker Diarization; NOTSOFAR-1.

- [3D shape alignment on ModelNet10-SO3 Sofa (test)](<https://www.sota2.com/research/sota/3d-shape-alignment-on-modelnet10-so3-sofa-test.md>): 3D shape alignment; ModelNet10-SO3 Sofa (test).

- [3D Open-vocabulary Segmentation on LERF-style Dataset sofa scene (test)](<https://www.sota2.com/research/sota/3d-open-vocabulary-segmentation-on-lerf-style-dataset-sofa-scene-test.md>): 3D Open-vocabulary Segmentation; LERF-style Dataset sofa scene (test).

- [Multi-speaker Automatic Speech Recognition on NotSoFar](<https://www.sota2.com/research/sota/multi-speaker-automatic-speech-recognition-on-notsofar.md>): Multi-speaker Automatic Speech Recognition; NotSoFar.

- [Shape Reconstruction on ShapeNet Sofa (test)](<https://www.sota2.com/research/sota/shape-reconstruction-on-shapenet-sofa-test.md>): Shape Reconstruction; ShapeNet Sofa (test).

- [Poisson Equation Solving on Geometric Shapes Jared, Octopus, Apple, Sofa, Holey Human, Fastener (test)](<https://www.sota2.com/research/sota/poisson-equation-solving-on-geometric-shapes-jared-octopus-apple-sofa-holey-human-fastener-test.md>): Poisson Equation Solving; Geometric Shapes Jared, Octopus, Apple, Sofa, Holey Human, Fastener (test).

- [3D Shape Reconstruction on ScanNet sofa category (val)](<https://www.sota2.com/research/sota/3d-shape-reconstruction-on-scannet-sofa-category-val.md>): 3D Shape Reconstruction; ScanNet sofa category (val).

- [3D Object Reconstruction on Pix3D Sofa](<https://www.sota2.com/research/sota/3d-object-reconstruction-on-pix3d-sofa.md>): 3D Object Reconstruction; Pix3D Sofa.

- [3D Shape Reconstruction on ShapeNet sofa](<https://www.sota2.com/research/sota/3d-shape-reconstruction-on-shapenet-sofa.md>): 3D Shape Reconstruction; ShapeNet sofa.

- [Multi-agent rendering on ETH3D Sofa](<https://www.sota2.com/research/sota/multi-agent-rendering-on-eth3d-sofa.md>): Multi-agent rendering; ETH3D Sofa.

- [3D Reconstruction Filtration on Sofa](<https://www.sota2.com/research/sota/3d-reconstruction-filtration-on-sofa.md>): 3D Reconstruction Filtration; Sofa.

- [Turn-taking decision on NOTSOFAR NSF-1 (test)](<https://www.sota2.com/research/sota/turn-taking-decision-on-notsofar-nsf-1-test.md>): Turn-taking decision; NOTSOFAR NSF-1 (test).

- [3D Shape Reconstruction on ShapeNetCore Sofas 120 models (test)](<https://www.sota2.com/research/sota/3d-shape-reconstruction-on-shapenetcore-sofas-120-models-test.md>): 3D Shape Reconstruction; ShapeNetCore Sofas 120 models (test).

- [3D Reconstruction on VECtor sofa-normal](<https://www.sota2.com/research/sota/3d-reconstruction-on-vector-sofa-normal.md>): 3D Reconstruction; VECtor sofa-normal.

- [3D Reconstruction on VECtor sofa-fast](<https://www.sota2.com/research/sota/3d-reconstruction-on-vector-sofa-fast.md>): 3D Reconstruction; VECtor sofa-fast.

- [Registration on VECtor (sofa-normal)](<https://www.sota2.com/research/sota/registration-on-vector-sofa-normal.md>): Registration; VECtor (sofa-normal).

- [Registration on VECtor (sofa-fast)](<https://www.sota2.com/research/sota/registration-on-vector-sofa-fast.md>): Registration; VECtor (sofa-fast).

- [Physical Simulation Drift Evaluation on Pillow2Sofa](<https://www.sota2.com/research/sota/physical-simulation-drift-evaluation-on-pillow2sofa.md>): Physical Simulation Drift Evaluation; Pillow2Sofa.

- [Physical Simulation on PhysGaussian Pillow2Sofa synthetic](<https://www.sota2.com/research/sota/physical-simulation-on-physgaussian-pillow2sofa-synthetic.md>): Physical Simulation; PhysGaussian Pillow2Sofa synthetic.

- [Linear velocity estimation on VECtor sofa](<https://www.sota2.com/research/sota/linear-velocity-estimation-on-vector-sofa.md>): Linear velocity estimation; VECtor sofa.

- [Single-view NeRF Generation on ABO Sofa 512x512 (test)](<https://www.sota2.com/research/sota/single-view-nerf-generation-on-abo-sofa-512x512-test.md>): Single-view NeRF Generation; ABO Sofa 512x512 (test).

- [Single-view NeRF Generation on ABO Sofa (test)](<https://www.sota2.com/research/sota/single-view-nerf-generation-on-abo-sofa-test.md>): single-view NeRF generation; ABO Sofa (test).

- [Direction of Arrival Estimation on SOFA (full)](<https://www.sota2.com/research/sota/direction-of-arrival-estimation-on-sofa-full.md>): Direction of Arrival Estimation; SOFA (full).

- [Stepwise validity estimation on Multi Sofa Scenario](<https://www.sota2.com/research/sota/stepwise-validity-estimation-on-multi-sofa-scenario.md>): Stepwise validity estimation; Multi Sofa Scenario.

- [Indoor Navigation on Multi Sofa Scenario](<https://www.sota2.com/research/sota/indoor-navigation-on-multi-sofa-scenario.md>): Indoor Navigation; Indoor navigation Multi Sofa scenario.

- [Class-conditioned 3D Shape Generation on ShapeNetCore sofa V2 (test)](<https://www.sota2.com/research/sota/class-conditioned-3d-shape-generation-on-shapenetcore-sofa-v2-test.md>): Class-conditioned 3D Shape Generation; ShapeNetCore sofa V2 (test).

- [Task Planning on Collaborative Path Planning Scene 1 (L-turn sofa search) 1.0 (test)](<https://www.sota2.com/research/sota/task-planning-on-collaborative-path-planning-scene-1-l-turn-sofa-search-1-0-test.md>): Task Planning; Collaborative Path Planning Scene 1 (L-turn sofa search) 1.0 (test).

- [Quadrupedal Agent Exploration on Scene 1 L-turn sofa search](<https://www.sota2.com/research/sota/quadrupedal-agent-exploration-on-scene-1-l-turn-sofa-search.md>): Quadrupedal Agent Exploration; Scene 1 L-turn sofa search.

- [Collaborative Path Planning on Scene 1 L-turn sofa search](<https://www.sota2.com/research/sota/collaborative-path-planning-on-scene-1-l-turn-sofa-search.md>): Collaborative Path Planning; Scene 1 L-turn sofa search.

- [Collaborative Path Planning Scenarios L-turn sofa search 1.0 (Scene 1)](<https://www.sota2.com/research/sota/collaborative-path-planning-scenarios-l-turn-sofa-search-1-0-scene-1.md>): Collaborative Path Planning; Collaborative Path Planning Scenarios L-turn sofa search 1.0 (Scene 1).

- [Stepwise validity estimation on Sofa Scenario](<https://www.sota2.com/research/sota/stepwise-validity-estimation-on-sofa-scenario.md>): Stepwise validity estimation; Sofa Scenario.

- [Compression on ABO Sofas](<https://www.sota2.com/research/sota/compression-on-abo-sofas.md>): Compression; ABO Sofas.

- [Retrieval on ABO Sofa (train)](<https://www.sota2.com/research/sota/retrieval-on-abo-sofa-train.md>): Retrieval; ABO Sofa (train).

- [3D Reconstruction on VECtor sofa-normal 65](<https://www.sota2.com/research/sota/3d-reconstruction-on-vector-sofa-normal-65.md>): 3D Reconstruction; VECtor sofa-normal 65.

- [3D Reconstruction on VECtor sofa-fast 65](<https://www.sota2.com/research/sota/3d-reconstruction-on-vector-sofa-fast-65.md>): 3D Reconstruction; VECtor sofa-fast 65.