Songki Choi

### Summary **[Updates]** * Adapt v2 regression tests to v1 perf benchmark convention ```console $ pytest tests/perf -h ... Custom options: --benchmark-type={accuracy,efficiency,all} Choose accuracy|efficiency|all. Defaults to accuracy. --model-category={default,all} Choose default|all....

DINO running on small resolution results in crash on topk due to smaller # of proposals than K

1

**Describe the bug** ```bash File "/mnt/sdb/workarea/otx/.tox/unittest-all-py310/lib/python3.10/site-packages/mmdet/models/detectors/single_stage.py", line 102, in simple_test results_list = self.bbox_head.simple_test( File "/mnt/sdb/workarea/otx/.tox/unittest-all-py310/lib/python3.10/site-packages/mmdet/models/dense_heads/base_dense_head.py", line 360, in simple_test return self.simple_test_bboxes(feats, img_metas, rescale=rescale) File "/mnt/sdb/workarea/otx/src/otx/algorithms/detection/adapters/mmdet/models/heads/custom_dino_head.py", line 702, in simple_test_bboxes hidden_states,...

**Describe the bug** While verifying the torch version upgrade from 1.13.1 to 2.0.1, there was integration test error(s) regarding NNCF optimize. [Error log from CI run] * Draft PR: https://github.com/openvinotoolkit/training_extensions/pull/2448...

**Describe the bug** ```console Traceback (most recent call last): File "/home/validation/actions-runner/_work/training_extensions/training_extensions/.tox/perf-benchmark/bin/otx", line 8, in sys.exit(main()) File "/home/validation/actions-runner/_work/training_extensions/training_extensions/.tox/perf-benchmark/lib/python3.10/site-packages/otx/cli/__init__.py", line 17, in main OTXCLI() File "/home/validation/actions-runner/_work/training_extensions/training_extensions/.tox/perf-benchmark/lib/python3.10/site-packages/otx/cli/cli.py", line 55, in __init__ self.run() File...

OTX v2 visual prompting tasks cannot load datumaro datasets

5

**Describe the bug** ```console ver.2.0.0 Traceback (most recent call last): File "/home/songkich/miniconda3/envs/otx-v2/bin/otx", line 8, in sys.exit(main()) ^^^^^^ File "/mnt/sdb/workarea/otx/src/otx/cli/__init__.py", line 17, in main OTXCLI() File "/mnt/sdb/workarea/otx/src/otx/cli/cli.py", line 56, in __init__...