What's Changed

• Hotfix/alg 1470 drop boxes padding by @yurkovak in https://github.com/Deci-AI/super-gradients/pull/1107
• replace image by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1149
• Update README.md by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1150
• predict() support for pose estimation models by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1142
• removed old docs generated by sphinx by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1164
• Fix evaluate from recipe by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1170
• fixed bug of whitespace by @ofrimasad in https://github.com/Deci-AI/super-gradients/pull/1173
• Fix collections.Iterable -> typing.Iterable to fix crash in python 3.10 by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1178
• Fix missing encoding by @allankouidri in https://github.com/Deci-AI/super-gradients/pull/1185
• Feature/sg 708 time units by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1181
• default quantization params set in qat from config by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1192
• Feature/sg 858 ignore multiple labels segmentation metrics support by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1177
• Fix mkdirs in checkpoint by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1198
• Remove casting to uint8 during resize by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1202
• Unify image extension by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1203
• Fixed typo 'perfroming' -> 'performing' by @djm93dev in https://github.com/Deci-AI/super-gradients/pull/1199
• Fix links in tutorials by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1213
• Add Classification Prediction by @danielafrimi in https://github.com/Deci-AI/super-gradients/pull/1220
• Feature/sg 000 yolo nas dropout support by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1221
• Allow passing tuple of [low, high] to iou_thresholds parameter in DetectionMetrics. by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1223
• Remove self.dataset_params by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1225
• Rewrite _set_preprocessing_from_valid_loader to _get_preprocessing_from_valid_loader by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1222
• Make loading pretrained weights from the platform optional + fix head replacement for unknown datasets weights in platform by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1196
• Return Dict of loss/metrics instead of Tuple in the Trainer by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1218
• Fix DEKR's replace_head & improve repr for keypoints transforms by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1227
• Getting rid of "module." heritage by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1184
• Update mkdocs.yml by @RanZilberstein in https://github.com/Deci-AI/super-gradients/pull/1228
• Feature/sg 686 torch compile by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1172
• Fix LayerNorm have a bias parameter attribute but is not instance of torch primitive modules by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1229
• added find_detection_score_threshold by @itaylevy-deci in https://github.com/Deci-AI/super-gradients/pull/973
• Add DetectionVerticalFlip by @LukeAI in https://github.com/Deci-AI/super-gradients/pull/1237
• Feature/sg 000 introduce class agnoistic nms option by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1232
• Remove duplicated context by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1233
• Add CodeQL workflow by @jorgectf in https://github.com/Deci-AI/super-gradients/pull/1240
• Feature/sg 946 simpify torch schedulers integration by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1230
• Feature/sg 000 classwise ap by @BloodAxe in https://github.com/Deci-AI/super-gradients/pull/1238
• support single output in YoloX nms by @lkdci in https://github.com/Deci-AI/super-gradients/pull/813
• fixed typos by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1251
• Adding test loaders by @Louis-Dupont in https://github.com/Deci-AI/super-gradients/pull/1241
• version update by @shaydeci in https://github.com/Deci-AI/super-gradients/pull/1258

New Contributors

• @allankouidri made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1185
• @djm93dev made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1199
• @danielafrimi made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1220
• @RanZilberstein made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1228
• @itaylevy-deci made their first contribution in https://github.com/Deci-AI/super-gradients/pull/973
• @LukeAI made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1237
• @jorgectf made their first contribution in https://github.com/Deci-AI/super-gradients/pull/1240

Full Changelog: https://github.com/Deci-AI/super-gradients/compare/3.1.2...3.1.3