From 4d676ee5e3f8d01cd8a12648fdfb395dd6d17cdd Mon Sep 17 00:00:00 2001 From: congyr Date: Mon, 1 May 2023 17:54:12 +0200 Subject: [PATCH] update code for OIV6 --- datasets/__init__.py | 2 +- datasets/__pycache__/__init__.cpython-36.pyc | Bin 756 -> 748 bytes datasets/__pycache__/coco.cpython-36.pyc | Bin 5273 -> 5279 bytes datasets/__pycache__/coco_eval.cpython-36.pyc | Bin 7174 -> 7180 bytes .../__pycache__/transforms.cpython-36.pyc | Bin 9334 -> 9340 bytes datasets/coco.py | 1 - engine.py | 72 +++- inference.py | 2 +- lib/__pycache__/pytorch_misc.cpython-36.pyc | Bin 8600 -> 8606 bytes .../__pycache__/__init__.cpython-36.pyc | Bin 136 -> 142 bytes .../__pycache__/sg_eval.cpython-36.pyc | Bin 8874 -> 8880 bytes .../bbox.cpython-36m-x86_64-linux-gnu.so | Bin 0 -> 254592 bytes .../build/temp.linux-x86_64-3.6/bbox.o | Bin 0 -> 453840 bytes lib/openimages_evaluation/ap_eval_rel.py | 216 ++++++++++++ .../task_evaluation_sg.py | 310 ++++++++++++++++++ main.py | 30 +- models/__pycache__/__init__.cpython-36.pyc | Bin 280 -> 280 bytes models/__pycache__/backbone.cpython-36.pyc | Bin 4594 -> 4594 bytes models/__pycache__/matcher.cpython-36.pyc | Bin 8586 -> 8586 bytes .../position_encoding.cpython-36.pyc | Bin 3521 -> 3521 bytes models/__pycache__/reltr.cpython-36.pyc | Bin 17956 -> 18008 bytes models/__pycache__/transformer.cpython-36.pyc | Bin 10669 -> 10669 bytes models/reltr.py | 7 +- run | 3 + util/__pycache__/__init__.cpython-36.pyc | Bin 132 -> 132 bytes util/__pycache__/box_ops.cpython-36.pyc | Bin 3397 -> 3397 bytes util/__pycache__/misc.cpython-36.pyc | Bin 14491 -> 14491 bytes 27 files changed, 610 insertions(+), 33 deletions(-) create mode 100755 lib/fpn/box_intersections_cpu/bbox.cpython-36m-x86_64-linux-gnu.so create mode 100644 lib/fpn/box_intersections_cpu/build/temp.linux-x86_64-3.6/bbox.o create mode 100644 lib/openimages_evaluation/ap_eval_rel.py create mode 100644 lib/openimages_evaluation/task_evaluation_sg.py create mode 100644 run diff --git a/datasets/__init__.py b/datasets/__init__.py index e54414a..b1fa362 100644 --- a/datasets/__init__.py +++ b/datasets/__init__.py @@ -16,6 +16,6 @@ def get_coco_api_from_dataset(dataset): def build_dataset(image_set, args): - if args.dataset == 'vg' or args.dataset_file == 'oi': + if args.dataset == 'vg' or args.dataset == 'oi': return build_coco(image_set, args) raise ValueError(f'dataset {args.dataset} not supported') diff --git a/datasets/__pycache__/__init__.cpython-36.pyc b/datasets/__pycache__/__init__.cpython-36.pyc index bd7eb5042be42f10b8bfa7ce04fe1d1e68e754d9..a63e4d8713e7e137174a39370ab45aba250d9ea0 100644 GIT binary patch delta 85 zcmeyu`i7O$n3tE!eY1bcmW`aYjMAq18Tq-X`pNlu>H04D*`>Luc_pd(sYa>6?vtY# pONALyn6jCQBFg7yMv>NveLTQEIUJ=5*%Q NVvM&o2TN^c1OO4-6KMbd delta 51 zcmeCNXtUrj=H=z8GuW1}k;98w)IdKYKQ~oBIX^F5-z7i0G&eP`Bz1Ex^J_82sLhd5 Gn;8L@%n;K6 diff --git a/datasets/__pycache__/transforms.cpython-36.pyc b/datasets/__pycache__/transforms.cpython-36.pyc index 19260675be4afffcec80825500b8abdcb9bb8457..5067e564fdbc52a176a75ef95ded8cb9306a0363 100644 GIT binary patch delta 50 zcmez7@yCP1n3tDp-xB|njU2aFq|Nm+@^e%5lk@Y^^cSxjZ%Z%H-BfT Gmj?jXS`vBy delta 44 zcmez4@y&z7n3tEU*C{7qBgZWkQA7QV{M=Oi~(%jU%lGM$AS?c8hV1N)c diff --git a/datasets/coco.py b/datasets/coco.py index cb71764..a6a829d 100644 --- a/datasets/coco.py +++ b/datasets/coco.py @@ -169,7 +169,6 @@ def build(image_set, args): ann_path = args.ann_path img_folder = args.img_folder - #TODO: adapt vg as coco if image_set == 'train': ann_file = ann_path + 'train.json' elif image_set == 'val': diff --git a/engine.py b/engine.py index eae2405..7e42e48 100644 --- a/engine.py +++ b/engine.py @@ -15,6 +15,7 @@ import util.misc as utils from util.box_ops import rescale_bboxes from lib.evaluation.sg_eval import BasicSceneGraphEvaluator, calculate_mR_from_evaluator_list +from lib.openimages_evaluation import task_evaluation_sg def train_one_epoch(model: torch.nn.Module, criterion: torch.nn.Module, data_loader: Iterable, optimizer: torch.optim.Optimizer, @@ -87,15 +88,19 @@ def evaluate(model, criterion, postprocessors, data_loader, base_ds, device, arg header = 'Test:' # initilize evaluator - evaluator = BasicSceneGraphEvaluator.all_modes(multiple_preds=False) - if args.eval: - evaluator_list = [] - for index, name in enumerate(data_loader.dataset.rel_categories): - if index == 0: - continue - evaluator_list.append((index, name, BasicSceneGraphEvaluator.all_modes())) + # TODO merge evaluation programs + if args.dataset == 'vg': + evaluator = BasicSceneGraphEvaluator.all_modes(multiple_preds=False) + if args.eval: + evaluator_list = [] + for index, name in enumerate(data_loader.dataset.rel_categories): + if index == 0: + continue + evaluator_list.append((index, name, BasicSceneGraphEvaluator.all_modes())) + else: + evaluator_list = None else: - evaluator_list = None + all_results = [] iou_types = tuple(k for k in ('segm', 'bbox') if k in postprocessors.keys()) coco_evaluator = CocoEvaluator(base_ds, iou_types) @@ -108,7 +113,6 @@ def evaluate(model, criterion, postprocessors, data_loader, base_ds, device, arg outputs = model(samples) loss_dict = criterion(outputs, targets) weight_dict = criterion.weight_dict - evaluate_rel_batch(outputs, targets, evaluator, evaluator_list) # reduce losses over all GPUs for logging purposes loss_dict_reduced = utils.reduce_dict(loss_dict) @@ -124,6 +128,11 @@ def evaluate(model, criterion, postprocessors, data_loader, base_ds, device, arg metric_logger.update(obj_error=loss_dict_reduced['obj_error']) metric_logger.update(rel_error=loss_dict_reduced['rel_error']) + if args.dataset == 'vg': + evaluate_rel_batch(outputs, targets, evaluator, evaluator_list) + else: + evaluate_rel_batch_oi(outputs, targets, all_results) + orig_target_sizes = torch.stack([t["orig_size"] for t in targets], dim=0) results = postprocessors['bbox'](outputs, orig_target_sizes) @@ -131,8 +140,12 @@ def evaluate(model, criterion, postprocessors, data_loader, base_ds, device, arg if coco_evaluator is not None: coco_evaluator.update(res) - evaluator['sgdet'].print_stats() - if args.eval: + if args.dataset == 'vg': + evaluator['sgdet'].print_stats() + else: + task_evaluation_sg.eval_rel_results(all_results, 100, do_val=True, do_vis=False) + + if args.eval and args.dataset == 'vg': calculate_mR_from_evaluator_list(evaluator_list, 'sgdet') # gather the stats from all processes @@ -167,7 +180,7 @@ def evaluate_rel_batch(outputs, targets, evaluator, evaluator_list): pred_sub_scores, pred_sub_classes = torch.max(outputs['sub_logits'][batch].softmax(-1)[:, :-1], dim=1) pred_obj_scores, pred_obj_classes = torch.max(outputs['obj_logits'][batch].softmax(-1)[:, :-1], dim=1) rel_scores = outputs['rel_logits'][batch][:,1:-1].softmax(-1) - # + pred_entry = {'sub_boxes': sub_bboxes_scaled, 'sub_classes': pred_sub_classes.cpu().clone().numpy(), 'sub_scores': pred_sub_scores.cpu().clone().numpy(), @@ -187,3 +200,38 @@ def evaluate_rel_batch(outputs, targets, evaluator, evaluator_list): continue evaluator_rel['sgdet'].evaluate_scene_graph_entry(gt_entry_rel, pred_entry) + +def evaluate_rel_batch_oi(outputs, targets, all_results): + + for batch, target in enumerate(targets): + target_bboxes_scaled = rescale_bboxes(target['boxes'].cpu(), torch.flip(target['orig_size'],dims=[0]).cpu()).clone().numpy() # recovered boxes with original size + + sub_bboxes_scaled = rescale_bboxes(outputs['sub_boxes'][batch].cpu(), torch.flip(target['orig_size'],dims=[0]).cpu()).clone().numpy() + obj_bboxes_scaled = rescale_bboxes(outputs['obj_boxes'][batch].cpu(), torch.flip(target['orig_size'],dims=[0]).cpu()).clone().numpy() + + pred_sub_scores, pred_sub_classes = torch.max(outputs['sub_logits'][batch].softmax(-1)[:, :-1], dim=1) + pred_obj_scores, pred_obj_classes = torch.max(outputs['obj_logits'][batch].softmax(-1)[:, :-1], dim=1) + + rel_scores = outputs['rel_logits'][batch][:, :-1].softmax(-1) + + relation_idx = target['rel_annotations'].cpu().numpy() + gt_sub_boxes = target_bboxes_scaled[relation_idx[:, 0]] + gt_sub_labels = target['labels'][relation_idx[:, 0]].cpu().clone().numpy() + gt_obj_boxes = target_bboxes_scaled[relation_idx[:, 1]] + gt_obj_labels = target['labels'][relation_idx[:, 1]].cpu().clone().numpy() + + img_result_dict = {'sbj_boxes': sub_bboxes_scaled, + 'sbj_labels': pred_sub_classes.cpu().clone().numpy(), + 'sbj_scores': pred_sub_scores.cpu().clone().numpy(), + 'obj_boxes': obj_bboxes_scaled, + 'obj_labels': pred_obj_classes.cpu().clone().numpy(), + 'obj_scores': pred_obj_scores.cpu().clone().numpy(), + 'prd_scores': rel_scores.cpu().clone().numpy(), + 'image': str(target['image_id'].item())+'.jpg', + 'gt_sbj_boxes': gt_sub_boxes, + 'gt_sbj_labels': gt_sub_labels, + 'gt_obj_boxes': gt_obj_boxes, + 'gt_obj_labels': gt_obj_labels, + 'gt_prd_labels': relation_idx[:, 2] + } + all_results.append(img_result_dict) diff --git a/inference.py b/inference.py index 9c1fbd2..e12392e 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by Ji Zhang, 2019 +#----------------------------------------------------------------------------- +# Copyright (c) 2017-present, Facebook, Inc. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +############################################################################## +# +# Based on: +# -------------------------------------------------------- +# Fast/er R-CNN +# Licensed under The MIT License [see LICENSE for details] +# Written by Bharath Hariharan +# -------------------------------------------------------- + +"""relationship AP evaluation code.""" + +from six.moves import cPickle as pickle +import logging +import numpy as np +import os +from tqdm import tqdm +from lib.fpn.box_intersections_cpu.bbox import bbox_overlaps + +logger = logging.getLogger(__name__) + +def boxes_union(boxes1, boxes2): + assert boxes1.shape == boxes2.shape + xmin = np.minimum(boxes1[:, 0], boxes2[:, 0]) + ymin = np.minimum(boxes1[:, 1], boxes2[:, 1]) + xmax = np.maximum(boxes1[:, 2], boxes2[:, 2]) + ymax = np.maximum(boxes1[:, 3], boxes2[:, 3]) + return np.vstack((xmin, ymin, xmax, ymax)).transpose() + +def prepare_mAP_dets(topk_dets, cls_num): + cls_image_ids = [[] for _ in range(cls_num)] + cls_dets = [{'confidence': np.empty(0), + 'BB_s': np.empty((0, 4)), + 'BB_o': np.empty((0, 4)), + 'BB_r': np.empty((0, 4)), + 'LBL_s': np.empty(0), + 'LBL_o': np.empty(0)} for _ in range(cls_num)] + cls_gts = [{} for _ in range(cls_num)] + npos = [0 for _ in range(cls_num)] + for dets in tqdm(topk_dets): + image_id = dets['image'].split('/')[-1].split('.')[0] + sbj_boxes = dets['det_boxes_s_top'] + obj_boxes = dets['det_boxes_o_top'] + rel_boxes = boxes_union(sbj_boxes, obj_boxes) + sbj_labels = dets['det_labels_s_top'] + obj_labels = dets['det_labels_o_top'] + prd_labels = dets['det_labels_p_top'] + det_scores = dets['det_scores_top'] + gt_boxes_sbj = dets['gt_boxes_sbj'] + gt_boxes_obj = dets['gt_boxes_obj'] + gt_boxes_rel = boxes_union(gt_boxes_sbj, gt_boxes_obj) + gt_labels_sbj = dets['gt_labels_sbj'] + gt_labels_prd = dets['gt_labels_prd'] + gt_labels_obj = dets['gt_labels_obj'] + for c in range(cls_num): + cls_inds = np.where(prd_labels == c)[0] + # logger.info(cls_inds) + if len(cls_inds): + cls_sbj_boxes = sbj_boxes[cls_inds] + cls_obj_boxes = obj_boxes[cls_inds] + cls_rel_boxes = rel_boxes[cls_inds] + cls_sbj_labels = sbj_labels[cls_inds] + cls_obj_labels = obj_labels[cls_inds] + cls_det_scores = det_scores[cls_inds] + cls_dets[c]['confidence'] = np.concatenate((cls_dets[c]['confidence'], cls_det_scores)) + cls_dets[c]['BB_s'] = np.concatenate((cls_dets[c]['BB_s'], cls_sbj_boxes), 0) + cls_dets[c]['BB_o'] = np.concatenate((cls_dets[c]['BB_o'], cls_obj_boxes), 0) + cls_dets[c]['BB_r'] = np.concatenate((cls_dets[c]['BB_r'], cls_rel_boxes), 0) + cls_dets[c]['LBL_s'] = np.concatenate((cls_dets[c]['LBL_s'], cls_sbj_labels)) + cls_dets[c]['LBL_o'] = np.concatenate((cls_dets[c]['LBL_o'], cls_obj_labels)) + cls_image_ids[c] += [image_id] * len(cls_inds) + cls_gt_inds = np.where(gt_labels_prd == c)[0] + cls_gt_boxes_sbj = gt_boxes_sbj[cls_gt_inds] + cls_gt_boxes_obj = gt_boxes_obj[cls_gt_inds] + cls_gt_boxes_rel = gt_boxes_rel[cls_gt_inds] + cls_gt_labels_sbj = gt_labels_sbj[cls_gt_inds] + cls_gt_labels_obj = gt_labels_obj[cls_gt_inds] + cls_gt_num = len(cls_gt_inds) + det = [False] * cls_gt_num + npos[c] = npos[c] + cls_gt_num + cls_gts[c][image_id] = {'gt_boxes_sbj': cls_gt_boxes_sbj, + 'gt_boxes_obj': cls_gt_boxes_obj, + 'gt_boxes_rel': cls_gt_boxes_rel, + 'gt_labels_sbj': cls_gt_labels_sbj, + 'gt_labels_obj': cls_gt_labels_obj, + 'gt_num': cls_gt_num, + 'det': det} + return cls_image_ids, cls_dets, cls_gts, npos + + +def get_ap(rec, prec): + """Compute AP given precision and recall. + """ + # correct AP calculation + # first append sentinel values at the end + mrec = np.concatenate(([0.], rec, [1.])) + mpre = np.concatenate(([0.], prec, [0.])) + + # compute the precision envelope + for i in range(mpre.size - 1, 0, -1): + mpre[i - 1] = np.maximum(mpre[i - 1], mpre[i]) + + # to calculate area under PR curve, look for points + # where X axis (recall) changes value + i = np.where(mrec[1:] != mrec[:-1])[0] + + # and sum (\Delta recall) * prec + ap = np.sum((mrec[i + 1] - mrec[i]) * mpre[i + 1]) + return ap + + +def ap_eval(image_ids, + dets, + gts, + npos, + rel_or_phr=True, + ovthresh=0.5): + """ + Top level function that does the relationship AP evaluation. + + detpath: Path to detections + detpath.format(classname) should produce the detection results file. + classname: Category name (duh) + [ovthresh]: Overlap threshold (default = 0.5) + """ + + confidence = dets['confidence'] + BB_s = dets['BB_s'] + BB_o = dets['BB_o'] + BB_r = dets['BB_r'] + LBL_s = dets['LBL_s'] + LBL_o = dets['LBL_o'] + + # sort by confidence + sorted_ind = np.argsort(-confidence) + BB_s = BB_s[sorted_ind, :] + BB_o = BB_o[sorted_ind, :] + BB_r = BB_r[sorted_ind, :] + LBL_s = LBL_s[sorted_ind] + LBL_o = LBL_o[sorted_ind] + image_ids = [image_ids[x] for x in sorted_ind] + + # go down dets and mark TPs and FPs + nd = len(image_ids) + tp = np.zeros(nd) + fp = np.zeros(nd) + gts_visited = {k: [False] * v['gt_num'] for k, v in gts.items()} + for d in range(nd): + R = gts[image_ids[d]] + visited = gts_visited[image_ids[d]] + bb_s = BB_s[d, :].astype(float) + bb_o = BB_o[d, :].astype(float) + bb_r = BB_r[d, :].astype(float) + lbl_s = LBL_s[d] + lbl_o = LBL_o[d] + ovmax = -np.inf + BBGT_s = R['gt_boxes_sbj'].astype(float) + BBGT_o = R['gt_boxes_obj'].astype(float) + BBGT_r = R['gt_boxes_rel'].astype(float) + LBLGT_s = R['gt_labels_sbj'] + LBLGT_o = R['gt_labels_obj'] + if BBGT_s.size > 0: + valid_mask = np.logical_and(LBLGT_s == lbl_s, LBLGT_o == lbl_o) + if valid_mask.any(): + if rel_or_phr: # means it is evaluating relationships + overlaps_s = bbox_overlaps( + bb_s[None, :].astype(dtype=np.float32, copy=False), + BBGT_s.astype(dtype=np.float32, copy=False))[0] + overlaps_o = bbox_overlaps( + bb_o[None, :].astype(dtype=np.float32, copy=False), + BBGT_o.astype(dtype=np.float32, copy=False))[0] + overlaps = np.minimum(overlaps_s, overlaps_o) + else: + overlaps = bbox_overlaps( + bb_r[None, :].astype(dtype=np.float32, copy=False), + BBGT_r.astype(dtype=np.float32, copy=False))[0] + overlaps *= valid_mask + ovmax = np.max(overlaps) + jmax = np.argmax(overlaps) + else: + ovmax = 0. + jmax = -1 + + if ovmax > ovthresh: + if not visited[jmax]: + tp[d] = 1. + visited[jmax] = 1 + else: + fp[d] = 1. + else: + fp[d] = 1. + + # compute precision recall + fp = np.cumsum(fp) + tp = np.cumsum(tp) + rec = tp / (float(npos) + 1e-12) + # ground truth + prec = tp / np.maximum(tp + fp, np.finfo(np.float64).eps) + ap = get_ap(rec, prec) + + return rec, prec, ap diff --git a/lib/openimages_evaluation/task_evaluation_sg.py b/lib/openimages_evaluation/task_evaluation_sg.py new file mode 100644 index 0000000..e65eb99 --- /dev/null +++ b/lib/openimages_evaluation/task_evaluation_sg.py @@ -0,0 +1,310 @@ +""" +Written by Ji Zhang, 2019 +Some functions are adapted from Rowan Zellers +Original source: +https://github.com/rowanz/neural-motifs/blob/master/lib/evaluation/sg_eval.py +""" +import os +import numpy as np +import logging +from six.moves import cPickle as pickle +import json +import csv +from tqdm import tqdm + +from functools import reduce +from lib.fpn.box_intersections_cpu.bbox import bbox_overlaps +from lib.openimages_evaluation.ap_eval_rel import ap_eval, prepare_mAP_dets +from lib.pytorch_misc import intersect_2d, argsort_desc + +np.set_printoptions(precision=3) + +logger = logging.getLogger(__name__) + + +def eval_rel_results(all_results, topk=100, do_val=True, do_vis=False): + + print('topk: ', topk) + + eval_ap = True + eval_per_img = True #should be False + prd_k = 2 + + if eval_per_img: + recalls = {1: [], 5: [], 10: [], 20: [], 50: [], 100: [], 200: [], 400: []} + else: + recalls = {1: 0, 5: 0, 10: 0, 20: 0, 50: 0, 100: 0, 200: 0, 400: 0} + if do_val: + all_gt_cnt = 0 + + # if do_special: + # special_img_f = open("/home/jiz/projects/100_img_special_set.txt", "r") + # special_imgs = special_img_f.readlines() + # special_imgs = [img[:-1] for img in special_imgs] + # special_img_set = set(special_imgs) + # logger.info('Special images len: {}'.format(len(special_img_set))) + + topk_dets = [] + for im_i, res in enumerate(tqdm(all_results)): + + # if do_special: + # img_id = res['image'].split('/')[-1].split('.')[0] + # if img_id not in special_img_set: + # continue + + # in oi_all_rel some images have no dets + if res['prd_scores'] is None: + det_boxes_s_top = np.zeros((0, 4), dtype=np.float32) + det_boxes_o_top = np.zeros((0, 4), dtype=np.float32) + det_labels_s_top = np.zeros(0, dtype=np.int32) + det_labels_p_top = np.zeros(0, dtype=np.int32) + det_labels_o_top = np.zeros(0, dtype=np.int32) + det_scores_top = np.zeros(0, dtype=np.float32) + + det_scores_top_vis = np.zeros(0, dtype=np.float32) + if 'prd_scores_bias' in res: + det_scores_top_bias = np.zeros(0, dtype=np.float32) + if 'prd_scores_spt' in res: + det_scores_top_spt = np.zeros(0, dtype=np.float32) + else: + det_boxes_sbj = res['sbj_boxes'] # (#num_rel, 4) + det_boxes_obj = res['obj_boxes'] # (#num_rel, 4) + det_labels_sbj = res['sbj_labels'] # (#num_rel,) + det_labels_obj = res['obj_labels'] # (#num_rel,) + det_scores_sbj = res['sbj_scores'] # (#num_rel,) + det_scores_obj = res['obj_scores'] # (#num_rel,) + if 'prd_scores_ttl' in res: + det_scores_prd = res['prd_scores_ttl'] #TODO[:, 1:] + else: + det_scores_prd = res['prd_scores'] #TODO[:, 1:] + + det_labels_prd = np.argsort(-det_scores_prd, axis=1) + det_scores_prd = -np.sort(-det_scores_prd, axis=1) + + det_scores_so = det_scores_sbj * det_scores_obj + det_scores_spo = det_scores_so[:, None] * det_scores_prd[:, :prd_k] + + det_scores_inds = argsort_desc(det_scores_spo)[:topk] + det_scores_top = det_scores_spo[det_scores_inds[:, 0], det_scores_inds[:, 1]] + det_boxes_so_top = np.hstack( + (det_boxes_sbj[det_scores_inds[:, 0]], det_boxes_obj[det_scores_inds[:, 0]])) + det_labels_p_top = det_labels_prd[det_scores_inds[:, 0], det_scores_inds[:, 1]] + det_labels_spo_top = np.vstack( + (det_labels_sbj[det_scores_inds[:, 0]], det_labels_p_top, det_labels_obj[det_scores_inds[:, 0]])).transpose() + + # filter out bad relationships + cand_inds = np.where(det_scores_top > 1e-08)[0] + det_boxes_so_top = det_boxes_so_top[cand_inds] + det_labels_spo_top = det_labels_spo_top[cand_inds] + det_scores_top = det_scores_top[cand_inds] + + det_scores_vis = res['prd_scores'] #TODO[:, 1:][:, 1:] + for i in range(det_labels_prd.shape[0]): + det_scores_vis[i] = det_scores_vis[i][det_labels_prd[i]] + det_scores_vis = det_scores_vis[:, :prd_k] + det_scores_top_vis = det_scores_vis[det_scores_inds[:, 0], det_scores_inds[:, 1]] + det_scores_top_vis = det_scores_top_vis[cand_inds] + if 'prd_scores_bias' in res: + det_scores_bias = res['prd_scores_bias'][:, 1:] + for i in range(det_labels_prd.shape[0]): + det_scores_bias[i] = det_scores_bias[i][det_labels_prd[i]] + det_scores_bias = det_scores_bias[:, :prd_k] + det_scores_top_bias = det_scores_bias[det_scores_inds[:, 0], det_scores_inds[:, 1]] + det_scores_top_bias = det_scores_top_bias[cand_inds] + if 'prd_scores_spt' in res: + det_scores_spt = res['prd_scores_spt'][:, 1:] + for i in range(det_labels_prd.shape[0]): + det_scores_spt[i] = det_scores_spt[i][det_labels_prd[i]] + det_scores_spt = det_scores_spt[:, :prd_k] + det_scores_top_spt = det_scores_spt[det_scores_inds[:, 0], det_scores_inds[:, 1]] + det_scores_top_spt = det_scores_top_spt[cand_inds] + + det_boxes_s_top = det_boxes_so_top[:, :4] + det_boxes_o_top = det_boxes_so_top[:, 4:] + det_labels_s_top = det_labels_spo_top[:, 0] + det_labels_p_top = det_labels_spo_top[:, 1] + det_labels_o_top = det_labels_spo_top[:, 2] + + topk_dets.append(dict(image=res['image'], + det_boxes_s_top=det_boxes_s_top, + det_boxes_o_top=det_boxes_o_top, + det_labels_s_top=det_labels_s_top, + det_labels_p_top=det_labels_p_top, + det_labels_o_top=det_labels_o_top, + det_scores_top=det_scores_top)) + topk_dets[-1]['det_scores_top_vis'] = det_scores_top_vis + if 'prd_scores_bias' in res: + topk_dets[-1]['det_scores_top_bias'] = det_scores_top_bias + if 'prd_scores_spt' in res: + topk_dets[-1]['det_scores_top_spt'] = det_scores_top_spt + if do_vis: + topk_dets[-1].update(dict(blob_conv=res['blob_conv'], + blob_conv_prd=res['blob_conv_prd'])) + + if do_val: + gt_boxes_sbj = res['gt_sbj_boxes'] # (#num_gt, 4) + gt_boxes_obj = res['gt_obj_boxes'] # (#num_gt, 4) + gt_labels_sbj = res['gt_sbj_labels'] # (#num_gt,) + gt_labels_obj = res['gt_obj_labels'] # (#num_gt,) + gt_labels_prd = res['gt_prd_labels'] # (#num_gt,) + gt_boxes_so = np.hstack((gt_boxes_sbj, gt_boxes_obj)) + gt_labels_spo = np.vstack((gt_labels_sbj, gt_labels_prd, gt_labels_obj)).transpose() + # Compute recall. It's most efficient to match once and then do recall after + # det_boxes_so_top is (#num_rel, 8) + # det_labels_spo_top is (#num_rel, 3) + pred_to_gt = _compute_pred_matches( + gt_labels_spo, det_labels_spo_top, + gt_boxes_so, det_boxes_so_top) + if eval_per_img: + for k in recalls: + if len(pred_to_gt): + match = reduce(np.union1d, pred_to_gt[:k]) + else: + match = [] + rec_i = float(len(match)) / float(gt_labels_spo.shape[0] + 1e-12) # in case there is no gt + recalls[k].append(rec_i) + else: + all_gt_cnt += gt_labels_spo.shape[0] + for k in recalls: + if len(pred_to_gt): + match = reduce(np.union1d, pred_to_gt[:k]) + else: + match = [] + recalls[k] += len(match) + + topk_dets[-1].update(dict(gt_boxes_sbj=gt_boxes_sbj, + gt_boxes_obj=gt_boxes_obj, + gt_labels_sbj=gt_labels_sbj, + gt_labels_obj=gt_labels_obj, + gt_labels_prd=gt_labels_prd)) + + if do_val: + if eval_per_img: + for k, v in recalls.items(): + recalls[k] = np.mean(v) + else: + for k in recalls: + recalls[k] = float(recalls[k]) / (float(all_gt_cnt) + 1e-12) + excel_str = print_stats(recalls) + if eval_ap: + # prepare dets for each class + logger.info('Preparing dets for mAP...') + cls_image_ids, cls_dets, cls_gts, npos = prepare_mAP_dets(topk_dets, 31) + all_npos = sum(npos) + with open('data/vg/rel.json') as f: #TODO relative path!!!!!!!!!!! + rel_prd_cats = json.load(f)['rel_categories'] + + rel_mAP = 0. + w_rel_mAP = 0. + ap_str = '' + for c in range(31): + rec, prec, ap = ap_eval(cls_image_ids[c], cls_dets[c], cls_gts[c], npos[c], True) + weighted_ap = ap * float(npos[c]) / float(all_npos) + w_rel_mAP += weighted_ap + rel_mAP += ap + ap_str += '{:.2f}, '.format(100 * ap) + print('rel AP for class {}: {:.2f} ({:.6f})'.format(rel_prd_cats[c], 100 * ap, float(npos[c]) / float(all_npos))) + rel_mAP /= 31. + print('weighted rel mAP: {:.2f}'.format(100 * w_rel_mAP)) + excel_str += ap_str + + phr_mAP = 0. + w_phr_mAP = 0. + ap_str = '' + for c in range(31): + rec, prec, ap = ap_eval(cls_image_ids[c], cls_dets[c], cls_gts[c], npos[c], False) + weighted_ap = ap * float(npos[c]) / float(all_npos) + w_phr_mAP += weighted_ap + phr_mAP += ap + ap_str += '{:.2f}, '.format(100 * ap) + print('phr AP for class {}: {:.2f} ({:.6f})'.format(rel_prd_cats[c], 100 * ap, float(npos[c]) / float(all_npos))) + phr_mAP /= 31. + print('weighted phr mAP: {:.2f}'.format(100 * w_phr_mAP)) + excel_str += ap_str + + # total: 0.4 x rel_mAP + 0.2 x R@50 + 0.4 x phr_mAP + final_score = 0.4 * rel_mAP + 0.2 * recalls[50] + 0.4 * phr_mAP + + # total: 0.4 x w_rel_mAP + 0.2 x R@50 + 0.4 x w_phr_mAP + w_final_score = 0.4 * w_rel_mAP + 0.2 * recalls[50] + 0.4 * w_phr_mAP + print('weighted final_score: {:.2f}'.format(100 * w_final_score)) + + # get excel friendly string + # excel_str = '{:.2f}, {:.2f}, {:.2f}, {:.2f}, '.format(100 * recalls[50], 100 * w_rel_mAP, 100 * w_phr_mAP, 100 * w_final_score) + excel_str + # print('Excel-friendly format:') + # print(excel_str.strip()[:-1]) + + #print('Saving topk dets...') + # topk_dets_f = os.path.join(output_dir, 'rel_detections_topk_{}.pkl'.format(topk)) + # with open(topk_dets_f, 'wb') as f: + # pickle.dump(topk_dets, f, pickle.HIGHEST_PROTOCOL) + logger.info('topk_dets size: {}'.format(len(topk_dets))) + print('Done.') + + +def print_stats(recalls): + # print('====================== ' + 'sgdet' + ' ============================') + k_str = '' + for k in recalls.keys(): + if k == 50: + continue + k_str += '{}\t'.format(k) + v_str = '' + for k, v in recalls.items(): + print('R@%i: %.2f' % (k, 100 * v)) + if k == 50: + continue + v_str += '{:.2f}, '.format(100 * v) + return v_str + + +# This function is adapted from Rowan Zellers' code: +# https://github.com/rowanz/neural-motifs/blob/master/lib/evaluation/sg_eval.py +# Modified for this project to work with PyTorch v0.4 +def _compute_pred_matches(gt_triplets, pred_triplets, + gt_boxes, pred_boxes, iou_thresh=0.5, phrdet=False): + """ + Given a set of predicted triplets, return the list of matching GT's for each of the + given predictions + :param gt_triplets: + :param pred_triplets: + :param gt_boxes: + :param pred_boxes: + :param iou_thresh: Do y + :return: + """ + # This performs a matrix multiplication-esque thing between the two arrays + # Instead of summing, we want the equality, so we reduce in that way + # The rows correspond to GT triplets, columns to pred triplets + keeps = intersect_2d(gt_triplets, pred_triplets) + gt_has_match = keeps.any(1) + pred_to_gt = [[] for x in range(pred_boxes.shape[0])] + for gt_ind, gt_box, keep_inds in zip(np.where(gt_has_match)[0], + gt_boxes[gt_has_match], + keeps[gt_has_match], + ): + boxes = pred_boxes[keep_inds] + if phrdet: + # Evaluate where the union box > 0.5 + gt_box_union = gt_box.reshape((2, 4)) + gt_box_union = np.concatenate((gt_box_union.min(0)[:2], gt_box_union.max(0)[2:]), 0) + + box_union = boxes.reshape((-1, 2, 4)) + box_union = np.concatenate((box_union.min(1)[:,:2], box_union.max(1)[:,2:]), 1) + + gt_box_union = gt_box_union.astype(dtype=np.float32, copy=False) + box_union = box_union.astype(dtype=np.float32, copy=False) + inds = bbox_overlaps(gt_box_union[None], + box_union = box_union)[0] >= iou_thresh + + else: + gt_box = gt_box.astype(dtype=np.float32, copy=False) + boxes = boxes.astype(dtype=np.float32, copy=False) + sub_iou = bbox_overlaps(gt_box[None,:4], boxes[:, :4])[0] + obj_iou = bbox_overlaps(gt_box[None,4:], boxes[:, 4:])[0] + + inds = (sub_iou >= iou_thresh) & (obj_iou >= iou_thresh) + + for i in np.where(keep_inds)[0][inds]: + pred_to_gt[i].append(int(gt_ind)) + return pred_to_gt diff --git a/main.py b/main.py index b41ed58..29923d8 100644 --- a/main.py +++ b/main.py @@ -188,21 +188,21 @@ def main(args): for epoch in range(args.start_epoch, args.epochs): if args.distributed: sampler_train.set_epoch(epoch) - train_stats = train_one_epoch(model, criterion, data_loader_train, optimizer, device, epoch, args.clip_max_norm) - lr_scheduler.step() - if args.output_dir: - checkpoint_paths = [output_dir / 'checkpoint.pth'] # anti-crash - # extra checkpoint before LR drop and every 100 epochs - if (epoch + 1) % args.lr_drop == 0 or (epoch + 1) % 5 == 0: - checkpoint_paths.append(output_dir / f'checkpoint{epoch:04}.pth') - for checkpoint_path in checkpoint_paths: - utils.save_on_master({ - 'model': model_without_ddp.state_dict(), - 'optimizer': optimizer.state_dict(), - 'lr_scheduler': lr_scheduler.state_dict(), - 'epoch': epoch, - 'args': args, - }, checkpoint_path) + # train_stats = train_one_epoch(model, criterion, data_loader_train, optimizer, device, epoch, args.clip_max_norm) + # lr_scheduler.step() + # if args.output_dir: + # checkpoint_paths = [output_dir / 'checkpoint.pth'] # anti-crash + # # extra checkpoint before LR drop and every 100 epochs + # if (epoch + 1) % args.lr_drop == 0 or (epoch + 1) % 5 == 0: + # checkpoint_paths.append(output_dir / f'checkpoint{epoch:04}.pth') + # for checkpoint_path in checkpoint_paths: + # utils.save_on_master({ + # 'model': model_without_ddp.state_dict(), + # 'optimizer': optimizer.state_dict(), + # 'lr_scheduler': lr_scheduler.state_dict(), + # 'epoch': epoch, + # 'args': args, + # }, checkpoint_path) test_stats, coco_evaluator = evaluate(model, criterion, postprocessors, data_loader_val, base_ds, device, args) diff --git a/models/__pycache__/__init__.cpython-36.pyc b/models/__pycache__/__init__.cpython-36.pyc index c2da78a3176bac7abf1f23e1b1853ad6c8f1759d..6e0b9791fa53685f9670eede07d115885cb90eb1 100644 GIT binary patch delta 25 hcmbQiG=qu5n3tDp-xB|ni5&A-gHm%sf+nuc1pr>a2v-0A delta 25 hcmbQiG=qu5n3tEUhj(t$M2>l^MX5O@MH5%&0svVN2s!`& diff --git a/models/__pycache__/backbone.cpython-36.pyc b/models/__pycache__/backbone.cpython-36.pyc index 8d343787b5dd73715077c4210763dc838e73d5cf..7f376d2c9444029f57beaa80ead73f1e062856d1 100644 GIT binary patch delta 28 kcmeyQ{7IR^n3tDp-xB|njU2a_S%Xq@LV`9wXXfSu0F#ahxc~qF delta 28 kcmeyQ{7IR^n3tEUhj(t$Mvhy|tVO9gB}JQ`GjsC+0F5XKoB#j- diff 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