# OBJ\_ONLY

Source: [OBJ\_ONLY](<https://www.sota2.com/research/dataset/obj_only>)

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.

- [Object Classification on ScanObjectNN OBJ\_ONLY](<https://www.sota2.com/research/sota/object-classification-on-scanobjectnn-obj_only.md>): Object Classification; ScanObjectNN OBJ\_ONLY.

- [3D object classification on ScanObjectNN OBJ\_ONLY](<https://www.sota2.com/research/sota/3d-object-classification-on-scanobjectnn-obj_only.md>): 3D object classification; ScanObjectNN OBJ\_ONLY.

- [Point Cloud Classification on ScanObjectNN OBJ\_ONLY](<https://www.sota2.com/research/sota/point-cloud-classification-on-scanobjectnn-obj_only.md>): Point Cloud Classification; ScanObjectNN OBJ\_ONLY.

- [Object Classification on ScanObjectNN OBJ\_ONLY variant](<https://www.sota2.com/research/sota/object-classification-on-scanobjectnn-obj_only-variant.md>): Object Classification; ScanObjectNN OBJ\_ONLY variant.

- [Object Classification on ScanObjectNN OBJ\_ONLY v1.0](<https://www.sota2.com/research/sota/object-classification-on-scanobjectnn-obj_only-v1-0.md>): Object Classification; ScanObjectNN OBJ\_ONLY v1.0.

- [Classification on ScanObjectNN OBJ\_ONLY (Robustness Evaluation)](<https://www.sota2.com/research/sota/classification-on-scanobjectnn-obj_only-robustness-evaluation.md>): Classification; ScanObjectNN OBJ\_ONLY.

- [3D Object Classification on ScanObjectNN OBJ\_ONLY FULL Protocol](<https://www.sota2.com/research/sota/3d-object-classification-on-scanobjectnn-obj_only-full-protocol.md>): 3D Object Classification; ScanObjectNN OBJ\_ONLY FULL Protocol.

- [Point Cloud Object Recognition on ScanObjectNN OBJ\_ONLY (test)](<https://www.sota2.com/research/sota/point-cloud-object-recognition-on-scanobjectnn-obj_only-test.md>): Point Cloud Object Recognition; ScanObjectNN OBJ\_ONLY (test).

- [Shape Classification on ScanObjectNN OBJ\_ONLY (test)](<https://www.sota2.com/research/sota/shape-classification-on-scanobjectnn-obj_only-test.md>): Shape Classification; ScanObjectNN OBJ\_ONLY (test).

- [3D Object Classification on ScanObjectNN OBJ\_ONLY v1](<https://www.sota2.com/research/sota/3d-object-classification-on-scanobjectnn-obj_only-v1.md>): 3D Object Classification; ScanObjectNN OBJ\_ONLY v1.

- [3D Object Recognition on ScanObjectNN OBJ\_ONLY fine-tuned](<https://www.sota2.com/research/sota/3d-object-recognition-on-scanobjectnn-obj_only-fine-tuned.md>): 3D Object Recognition; ScanObjectNN OBJ\_ONLY fine-tuned.

- [Base-to-new class generalization on ScanObjectNN S-OBJ\_ONLY (test)](<https://www.sota2.com/research/sota/base-to-new-class-generalization-on-scanobjectnn-s-obj_only-test.md>): Base-to-new class generalization; ScanObjectNN S-OBJ\_ONLY (test).

- [3D Object Classification on ScanObjectNN OBJ\_ONLY v1.0](<https://www.sota2.com/research/sota/3d-object-classification-on-scanobjectnn-obj_only-v1-0.md>): 3D Object Classification; ScanObjectNN OBJ\_ONLY v1.0.

- [Classification on ScanObjectNN OBJ\_ONLY original objects](<https://www.sota2.com/research/sota/classification-on-scanobjectnn-obj_only-original-objects.md>): Classification; ScanObjectNN OBJ\_ONLY original objects.

- [3D Point Cloud Classification on S-OBJ\_ONLY (test)](<https://www.sota2.com/research/sota/3d-point-cloud-classification-on-s-obj_only-test.md>): 3D Point Cloud Classification; S-OBJ\_ONLY (test).

- [Object Recognition on ScanObjectNN OBJ\_ONLY 20-shot](<https://www.sota2.com/research/sota/object-recognition-on-scanobjectnn-obj_only-20-shot.md>): Object Recognition; ScanObjectNN OBJ\_ONLY 20-shot.

- [Object Recognition on ScanObjectNN OBJ\_ONLY 10-shot](<https://www.sota2.com/research/sota/object-recognition-on-scanobjectnn-obj_only-10-shot.md>): Object Recognition; ScanObjectNN OBJ\_ONLY 10-shot.

- [Object Recognition on ScanObjectNN OBJ\_ONLY 5-shot](<https://www.sota2.com/research/sota/object-recognition-on-scanobjectnn-obj_only-5-shot.md>): Object Recognition; ScanObjectNN OBJ\_ONLY 5-shot.

- [3D Object Classification on ModelNet40 S-PB\_T50\_RS S-OBJ\_BG S-OBJ\_ONLY Omni3D (target average)](<https://www.sota2.com/research/sota/3d-object-classification-on-modelnet40-s-pb_t50_rs-s-obj_bg-s-obj_only-omni3d-target-average.md>): 3D Object Classification; ModelNet40 S-PB\_T50\_RS S-OBJ\_BG S-OBJ\_ONLY Omni3D (target average).

- [3D Object Classification on S-OBJ\_ONLY (target)](<https://www.sota2.com/research/sota/3d-object-classification-on-s-obj_only-target.md>): 3D Object Classification; S-OBJ\_ONLY (target).

- [3D Base-to-new class generalization on Average over 5 datasets (ModelNet40, S-PB\_T50\_RS, S-OBJ\_BG, S-OBJ\_ONLY, ShapeNetCoreV2) (test)](<https://www.sota2.com/research/sota/3d-base-to-new-class-generalization-on-average-over-5-datasets-modelnet40-s-pb_t50_rs-s-obj_bg-s-obj_only-shapenetcorev2-test.md>): 3D Base-to-new class generalization; Average over 5 datasets (ModelNet40, S-PB\_T50\_RS, S-OBJ\_BG, S-OBJ\_ONLY, ShapeNetCoreV2) (test).

- [3D Object Recognition on S-OBJ\_ONLY base-to-new](<https://www.sota2.com/research/sota/3d-object-recognition-on-s-obj_only-base-to-new.md>): 3D Object Recognition; S-OBJ\_ONLY base-to-new.

- [3D Classification on ScanObjectNN S-OBJ\_ONLY](<https://www.sota2.com/research/sota/3d-classification-on-scanobjectnn-s-obj_only.md>): 3D Classification; ScanObjectNN S-OBJ\_ONLY.

- [3D Shape Classification on ScanObjectNN OBJ\_ONLY (Robustness Suite)](<https://www.sota2.com/research/sota/3d-shape-classification-on-scanobjectnn-obj_only-robustness-suite.md>): 3D shape classification; ScanObjectNN OBJ\_ONLY.

- [Uncertainty Calibration on OBJ\_ONLY](<https://www.sota2.com/research/sota/uncertainty-calibration-on-obj_only.md>): Uncertainty Calibration; OBJ\_ONLY.

- [Point Cloud Classification on ScanObjectNN S-OBJ\_ONLY (test)](<https://www.sota2.com/research/sota/point-cloud-classification-on-scanobjectnn-s-obj_only-test.md>): Point Cloud Classification; ScanObjectNN S-OBJ\_ONLY (test).